In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f21b2452400>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f21b2346ba8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learn_rate = tf.placeholder(tf.float32, name='learn_rate')
return inputs_real, inputs_z, learn_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha=0.2, keep_prob=1):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
with tf.variable_scope('discriminator', reuse=reuse):
# Input layer is 28x28x3/1
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 14x14x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
drop2 = tf.nn.dropout(x2, keep_prob)
bn2 = tf.layers.batch_normalization(drop2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 7x7x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=1, padding='same')
drop3 = tf.nn.dropout(x3, keep_prob)
bn3 = tf.layers.batch_normalization(drop3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 7x7x256
# Flatten it
flat = tf.reshape(relu3, (-1, 7*7*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha=0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
with tf.variable_scope('generator', reuse=not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='SAME')
# 28x28x3 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, alpha=0.2, keep_p=1):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim, alpha=alpha)
d_model_real, d_logits_real = discriminator(input_real, alpha=alpha, keep_prob=keep_p)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha, keep_prob=keep_p)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def scale(x, feature_range=(-1, 1)):
# scale to (0, 1)
x = ((x - x.min())/(0.5 - x.min()))
# scale to feature_range
min, max = feature_range
x = x * (max - min) + min
return x
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode, keep_prob):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
#tf.reset_default_graph()
image_dim = data_shape[1:]
out_channel_dim = data_shape[3]
keep_p = tf.placeholder(tf.float32, name='keep_b')
input_real, input_z, learn_rate = model_inputs(*image_dim, z_dim=z_dim)
d_loss, g_loss = model_loss(input_real, input_z, out_channel_dim, alpha=0.2, keep_p=keep_p)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
step = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
# Train 2 epochs per time
if epoch_i % 2 == 0:
resp = input('Train more 2 epochs? [y/n]')
if resp == 'y':
pass
if resp == 'n':
show_generator_output(sess, 16, input_z, out_channel_dim, data_image_mode)
return
for batch_images in get_batches(batch_size):
step += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Rescale real image input to (-1, 1)
batch_images = scale(batch_images)
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, keep_p: keep_prob})
_ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images, keep_p: keep_prob})
if step % 10 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images, keep_p: 1.})
train_loss_g = g_loss.eval({input_z: batch_z, keep_p: 1.})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if step % 100 == 0:
show_generator_output(sess, 16, input_z, out_channel_dim, data_image_mode)
#plt.show()
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
keep_prob = 1.0
"""
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"""
epochs = 1
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode, keep_prob)
Epoch 1/1... Discriminator Loss: 0.1356... Generator Loss: 5.4989 Epoch 1/1... Discriminator Loss: 0.0448... Generator Loss: 4.5351 Epoch 1/1... Discriminator Loss: 5.9368... Generator Loss: 0.0054 Epoch 1/1... Discriminator Loss: 2.9559... Generator Loss: 0.3691 Epoch 1/1... Discriminator Loss: 1.3718... Generator Loss: 0.8958 Epoch 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 1.0919... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.2184... Generator Loss: 0.9122 Epoch 1/1... Discriminator Loss: 1.2368... Generator Loss: 1.5033 Epoch 1/1... Discriminator Loss: 1.8424... Generator Loss: 0.2734
Epoch 1/1... Discriminator Loss: 1.3256... Generator Loss: 0.5985 Epoch 1/1... Discriminator Loss: 1.1964... Generator Loss: 0.7991 Epoch 1/1... Discriminator Loss: 1.1705... Generator Loss: 1.2143 Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.5625 Epoch 1/1... Discriminator Loss: 1.3262... Generator Loss: 1.3087 Epoch 1/1... Discriminator Loss: 1.3215... Generator Loss: 1.3607 Epoch 1/1... Discriminator Loss: 1.0414... Generator Loss: 0.9684 Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.6467 Epoch 1/1... Discriminator Loss: 1.1322... Generator Loss: 0.7206 Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 0.4855
Epoch 1/1... Discriminator Loss: 0.9239... Generator Loss: 1.1272 Epoch 1/1... Discriminator Loss: 1.0113... Generator Loss: 1.6246 Epoch 1/1... Discriminator Loss: 0.8876... Generator Loss: 1.2344 Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 1.3057 Epoch 1/1... Discriminator Loss: 0.9381... Generator Loss: 0.7546 Epoch 1/1... Discriminator Loss: 0.9597... Generator Loss: 1.2170 Epoch 1/1... Discriminator Loss: 1.4057... Generator Loss: 0.4268 Epoch 1/1... Discriminator Loss: 1.4496... Generator Loss: 0.4996 Epoch 1/1... Discriminator Loss: 1.1408... Generator Loss: 0.8016 Epoch 1/1... Discriminator Loss: 1.1450... Generator Loss: 0.6383
Epoch 1/1... Discriminator Loss: 1.1943... Generator Loss: 0.8572 Epoch 1/1... Discriminator Loss: 1.2407... Generator Loss: 0.9396 Epoch 1/1... Discriminator Loss: 1.5313... Generator Loss: 0.3064 Epoch 1/1... Discriminator Loss: 0.9909... Generator Loss: 1.0395 Epoch 1/1... Discriminator Loss: 1.4354... Generator Loss: 0.3650 Epoch 1/1... Discriminator Loss: 1.0404... Generator Loss: 1.1439 Epoch 1/1... Discriminator Loss: 1.3595... Generator Loss: 0.4633 Epoch 1/1... Discriminator Loss: 0.9102... Generator Loss: 0.9128 Epoch 1/1... Discriminator Loss: 1.0535... Generator Loss: 0.9435 Epoch 1/1... Discriminator Loss: 0.9827... Generator Loss: 1.3009
Epoch 1/1... Discriminator Loss: 1.0003... Generator Loss: 0.8813 Epoch 1/1... Discriminator Loss: 1.2062... Generator Loss: 0.5341 Epoch 1/1... Discriminator Loss: 1.2246... Generator Loss: 0.5118 Epoch 1/1... Discriminator Loss: 1.1317... Generator Loss: 1.2511 Epoch 1/1... Discriminator Loss: 1.0873... Generator Loss: 0.6953 Epoch 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.5060 Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 0.8376 Epoch 1/1... Discriminator Loss: 1.0928... Generator Loss: 0.8741 Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 0.5741 Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 0.8290
Epoch 1/1... Discriminator Loss: 1.0582... Generator Loss: 1.4704 Epoch 1/1... Discriminator Loss: 1.1718... Generator Loss: 0.6368 Epoch 1/1... Discriminator Loss: 0.9292... Generator Loss: 0.9499 Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.5544 Epoch 1/1... Discriminator Loss: 1.3573... Generator Loss: 0.4299 Epoch 1/1... Discriminator Loss: 1.1349... Generator Loss: 0.6974 Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.4166 Epoch 1/1... Discriminator Loss: 1.1038... Generator Loss: 0.7770 Epoch 1/1... Discriminator Loss: 0.9960... Generator Loss: 0.8260 Epoch 1/1... Discriminator Loss: 1.0765... Generator Loss: 0.8365
Epoch 1/1... Discriminator Loss: 1.0932... Generator Loss: 0.6556 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.2166 Epoch 1/1... Discriminator Loss: 1.1344... Generator Loss: 0.6603 Epoch 1/1... Discriminator Loss: 1.1106... Generator Loss: 1.3474 Epoch 1/1... Discriminator Loss: 1.0234... Generator Loss: 0.7752 Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 0.6917 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.9978 Epoch 1/1... Discriminator Loss: 1.2277... Generator Loss: 0.4995 Epoch 1/1... Discriminator Loss: 0.9264... Generator Loss: 0.7869 Epoch 1/1... Discriminator Loss: 0.9360... Generator Loss: 1.1303
Epoch 1/1... Discriminator Loss: 0.9542... Generator Loss: 1.4096 Epoch 1/1... Discriminator Loss: 0.9456... Generator Loss: 0.8581 Epoch 1/1... Discriminator Loss: 1.0104... Generator Loss: 1.0380 Epoch 1/1... Discriminator Loss: 0.8691... Generator Loss: 1.2129 Epoch 1/1... Discriminator Loss: 1.9091... Generator Loss: 0.2101 Epoch 1/1... Discriminator Loss: 1.0213... Generator Loss: 0.9997 Epoch 1/1... Discriminator Loss: 1.5355... Generator Loss: 2.1744 Epoch 1/1... Discriminator Loss: 1.2729... Generator Loss: 0.4788 Epoch 1/1... Discriminator Loss: 1.4228... Generator Loss: 0.3824 Epoch 1/1... Discriminator Loss: 1.0814... Generator Loss: 1.5442
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 1.4833 Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.3560 Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 0.6854 Epoch 1/1... Discriminator Loss: 0.9444... Generator Loss: 0.9147 Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 0.8397 Epoch 1/1... Discriminator Loss: 0.9797... Generator Loss: 0.7233 Epoch 1/1... Discriminator Loss: 1.2282... Generator Loss: 0.4945 Epoch 1/1... Discriminator Loss: 1.3732... Generator Loss: 0.5046 Epoch 1/1... Discriminator Loss: 1.0166... Generator Loss: 0.7315 Epoch 1/1... Discriminator Loss: 0.9324... Generator Loss: 1.0614
Epoch 1/1... Discriminator Loss: 0.9284... Generator Loss: 1.0279 Epoch 1/1... Discriminator Loss: 2.2660... Generator Loss: 2.1880 Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 0.5255
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
keep_prob = 1.0
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 8
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode, keep_prob)
Train more 2 epochs? [y/n]y Epoch 1/8... Discriminator Loss: 0.8272... Generator Loss: 1.3410 Epoch 1/8... Discriminator Loss: 0.6979... Generator Loss: 1.2693 Epoch 1/8... Discriminator Loss: 0.6438... Generator Loss: 7.7162 Epoch 1/8... Discriminator Loss: 0.2232... Generator Loss: 2.3780 Epoch 1/8... Discriminator Loss: 1.2383... Generator Loss: 0.6929 Epoch 1/8... Discriminator Loss: 0.8620... Generator Loss: 3.0325 Epoch 1/8... Discriminator Loss: 0.8726... Generator Loss: 2.5915 Epoch 1/8... Discriminator Loss: 0.8393... Generator Loss: 3.9013 Epoch 1/8... Discriminator Loss: 0.5531... Generator Loss: 2.1973 Epoch 1/8... Discriminator Loss: 0.4210... Generator Loss: 2.2769
Epoch 1/8... Discriminator Loss: 0.2407... Generator Loss: 4.0527 Epoch 1/8... Discriminator Loss: 1.2847... Generator Loss: 5.9022 Epoch 1/8... Discriminator Loss: 0.3634... Generator Loss: 4.7262 Epoch 1/8... Discriminator Loss: 0.4925... Generator Loss: 7.6501 Epoch 1/8... Discriminator Loss: 0.4744... Generator Loss: 1.5086 Epoch 1/8... Discriminator Loss: 0.8719... Generator Loss: 0.9727 Epoch 1/8... Discriminator Loss: 0.5643... Generator Loss: 1.6570 Epoch 1/8... Discriminator Loss: 0.7453... Generator Loss: 6.4959 Epoch 1/8... Discriminator Loss: 0.4210... Generator Loss: 4.2125 Epoch 1/8... Discriminator Loss: 1.1911... Generator Loss: 0.5131
Epoch 1/8... Discriminator Loss: 0.1382... Generator Loss: 4.3639 Epoch 1/8... Discriminator Loss: 0.1899... Generator Loss: 3.0533 Epoch 1/8... Discriminator Loss: 0.1866... Generator Loss: 2.8901 Epoch 1/8... Discriminator Loss: 0.1528... Generator Loss: 5.3423 Epoch 1/8... Discriminator Loss: 0.5672... Generator Loss: 1.2334 Epoch 1/8... Discriminator Loss: 0.7145... Generator Loss: 0.9349 Epoch 1/8... Discriminator Loss: 0.5023... Generator Loss: 1.1933 Epoch 1/8... Discriminator Loss: 2.2068... Generator Loss: 0.1833 Epoch 1/8... Discriminator Loss: 3.1436... Generator Loss: 0.0692 Epoch 1/8... Discriminator Loss: 0.7465... Generator Loss: 0.9426
Epoch 1/8... Discriminator Loss: 0.3620... Generator Loss: 2.4173 Epoch 1/8... Discriminator Loss: 1.0411... Generator Loss: 0.6702 Epoch 1/8... Discriminator Loss: 1.1707... Generator Loss: 2.4056 Epoch 1/8... Discriminator Loss: 0.5322... Generator Loss: 1.4275 Epoch 1/8... Discriminator Loss: 0.7877... Generator Loss: 0.9818 Epoch 1/8... Discriminator Loss: 1.6884... Generator Loss: 3.4219 Epoch 1/8... Discriminator Loss: 0.6833... Generator Loss: 3.9096 Epoch 1/8... Discriminator Loss: 3.0672... Generator Loss: 0.0734 Epoch 1/8... Discriminator Loss: 4.1506... Generator Loss: 0.0269 Epoch 1/8... Discriminator Loss: 0.2474... Generator Loss: 2.4365
Epoch 1/8... Discriminator Loss: 0.3123... Generator Loss: 4.2521 Epoch 1/8... Discriminator Loss: 1.9245... Generator Loss: 0.2365 Epoch 1/8... Discriminator Loss: 0.2870... Generator Loss: 2.0399 Epoch 1/8... Discriminator Loss: 1.3820... Generator Loss: 0.5568 Epoch 1/8... Discriminator Loss: 1.4916... Generator Loss: 0.3514 Epoch 1/8... Discriminator Loss: 1.5202... Generator Loss: 0.3140 Epoch 1/8... Discriminator Loss: 1.4658... Generator Loss: 0.4964 Epoch 1/8... Discriminator Loss: 0.9052... Generator Loss: 0.7974 Epoch 1/8... Discriminator Loss: 2.6454... Generator Loss: 0.0901 Epoch 1/8... Discriminator Loss: 1.1496... Generator Loss: 0.5373
Epoch 1/8... Discriminator Loss: 1.2229... Generator Loss: 2.0077 Epoch 1/8... Discriminator Loss: 0.7854... Generator Loss: 0.8929 Epoch 1/8... Discriminator Loss: 0.9220... Generator Loss: 0.6328 Epoch 1/8... Discriminator Loss: 0.6565... Generator Loss: 1.0531 Epoch 1/8... Discriminator Loss: 0.2237... Generator Loss: 2.7773 Epoch 1/8... Discriminator Loss: 4.4346... Generator Loss: 4.8701 Epoch 1/8... Discriminator Loss: 0.2814... Generator Loss: 2.3953 Epoch 1/8... Discriminator Loss: 0.3438... Generator Loss: 5.4863 Epoch 1/8... Discriminator Loss: 0.2502... Generator Loss: 3.7980 Epoch 1/8... Discriminator Loss: 1.7199... Generator Loss: 2.7501
Epoch 1/8... Discriminator Loss: 0.4549... Generator Loss: 3.1461 Epoch 1/8... Discriminator Loss: 1.0708... Generator Loss: 0.5267 Epoch 1/8... Discriminator Loss: 0.5992... Generator Loss: 0.9737 Epoch 1/8... Discriminator Loss: 0.6233... Generator Loss: 2.4113 Epoch 1/8... Discriminator Loss: 0.8281... Generator Loss: 2.5797 Epoch 1/8... Discriminator Loss: 0.4606... Generator Loss: 6.6175 Epoch 1/8... Discriminator Loss: 1.4279... Generator Loss: 0.3520 Epoch 1/8... Discriminator Loss: 1.2971... Generator Loss: 0.5073 Epoch 1/8... Discriminator Loss: 0.5789... Generator Loss: 1.4037 Epoch 1/8... Discriminator Loss: 0.4341... Generator Loss: 1.5570
Epoch 1/8... Discriminator Loss: 0.3856... Generator Loss: 5.3544 Epoch 1/8... Discriminator Loss: 3.6989... Generator Loss: 3.3202 Epoch 1/8... Discriminator Loss: 0.4679... Generator Loss: 1.3811 Epoch 1/8... Discriminator Loss: 1.3028... Generator Loss: 0.3876 Epoch 1/8... Discriminator Loss: 1.0926... Generator Loss: 0.5679 Epoch 1/8... Discriminator Loss: 0.7440... Generator Loss: 1.8650 Epoch 1/8... Discriminator Loss: 0.3616... Generator Loss: 2.9253 Epoch 1/8... Discriminator Loss: 0.5196... Generator Loss: 1.3852 Epoch 1/8... Discriminator Loss: 1.0198... Generator Loss: 0.5737 Epoch 1/8... Discriminator Loss: 0.8608... Generator Loss: 0.7758
Epoch 1/8... Discriminator Loss: 0.3279... Generator Loss: 5.0152 Epoch 1/8... Discriminator Loss: 0.3534... Generator Loss: 1.8591 Epoch 1/8... Discriminator Loss: 0.8468... Generator Loss: 1.0670 Epoch 1/8... Discriminator Loss: 1.1815... Generator Loss: 0.4859 Epoch 1/8... Discriminator Loss: 0.3361... Generator Loss: 1.5991 Epoch 1/8... Discriminator Loss: 0.8955... Generator Loss: 1.7185 Epoch 1/8... Discriminator Loss: 1.1942... Generator Loss: 1.0050 Epoch 1/8... Discriminator Loss: 0.5614... Generator Loss: 1.6181 Epoch 1/8... Discriminator Loss: 0.9317... Generator Loss: 0.7038 Epoch 1/8... Discriminator Loss: 0.3146... Generator Loss: 2.2593
Epoch 1/8... Discriminator Loss: 1.7013... Generator Loss: 0.3028 Epoch 1/8... Discriminator Loss: 0.8825... Generator Loss: 1.1154 Epoch 1/8... Discriminator Loss: 1.0132... Generator Loss: 0.8399 Epoch 1/8... Discriminator Loss: 1.0572... Generator Loss: 0.6166 Epoch 1/8... Discriminator Loss: 2.5846... Generator Loss: 0.1024 Epoch 1/8... Discriminator Loss: 0.5234... Generator Loss: 2.2622 Epoch 1/8... Discriminator Loss: 0.4678... Generator Loss: 3.4961 Epoch 1/8... Discriminator Loss: 0.2039... Generator Loss: 3.5506 Epoch 1/8... Discriminator Loss: 0.3395... Generator Loss: 2.6504 Epoch 1/8... Discriminator Loss: 2.8299... Generator Loss: 0.0840
Epoch 1/8... Discriminator Loss: 1.6970... Generator Loss: 0.5226 Epoch 1/8... Discriminator Loss: 1.2673... Generator Loss: 0.9434 Epoch 1/8... Discriminator Loss: 1.1835... Generator Loss: 0.9918 Epoch 1/8... Discriminator Loss: 1.1617... Generator Loss: 0.7156 Epoch 1/8... Discriminator Loss: 1.3255... Generator Loss: 0.6596 Epoch 1/8... Discriminator Loss: 1.3765... Generator Loss: 0.7759 Epoch 1/8... Discriminator Loss: 1.3439... Generator Loss: 0.7427 Epoch 1/8... Discriminator Loss: 1.3239... Generator Loss: 0.6816 Epoch 1/8... Discriminator Loss: 1.3713... Generator Loss: 0.5979 Epoch 1/8... Discriminator Loss: 1.2141... Generator Loss: 0.8746
Epoch 1/8... Discriminator Loss: 1.2310... Generator Loss: 0.8862 Epoch 1/8... Discriminator Loss: 1.1288... Generator Loss: 0.9795 Epoch 1/8... Discriminator Loss: 1.2101... Generator Loss: 0.8631 Epoch 1/8... Discriminator Loss: 1.2386... Generator Loss: 0.7694 Epoch 1/8... Discriminator Loss: 1.2678... Generator Loss: 0.6886 Epoch 1/8... Discriminator Loss: 1.1464... Generator Loss: 0.8627 Epoch 1/8... Discriminator Loss: 1.3982... Generator Loss: 0.6307 Epoch 1/8... Discriminator Loss: 1.1939... Generator Loss: 0.8658 Epoch 1/8... Discriminator Loss: 1.2112... Generator Loss: 0.8958 Epoch 1/8... Discriminator Loss: 1.2894... Generator Loss: 0.6527
Epoch 1/8... Discriminator Loss: 1.2747... Generator Loss: 0.8714 Epoch 1/8... Discriminator Loss: 1.1986... Generator Loss: 0.9482 Epoch 1/8... Discriminator Loss: 1.2100... Generator Loss: 0.9209 Epoch 1/8... Discriminator Loss: 1.2223... Generator Loss: 0.7346 Epoch 1/8... Discriminator Loss: 1.2322... Generator Loss: 0.5666 Epoch 1/8... Discriminator Loss: 3.5075... Generator Loss: 4.0961 Epoch 1/8... Discriminator Loss: 0.2370... Generator Loss: 2.5856 Epoch 1/8... Discriminator Loss: 1.0082... Generator Loss: 1.3051 Epoch 1/8... Discriminator Loss: 0.2594... Generator Loss: 2.2698 Epoch 1/8... Discriminator Loss: 1.0732... Generator Loss: 0.6138
Epoch 1/8... Discriminator Loss: 0.4418... Generator Loss: 2.0687 Epoch 1/8... Discriminator Loss: 0.5688... Generator Loss: 1.0887 Epoch 1/8... Discriminator Loss: 3.4329... Generator Loss: 4.2257 Epoch 1/8... Discriminator Loss: 1.0619... Generator Loss: 1.7441 Epoch 1/8... Discriminator Loss: 1.4013... Generator Loss: 0.5332 Epoch 1/8... Discriminator Loss: 1.3688... Generator Loss: 0.4183 Epoch 1/8... Discriminator Loss: 0.5701... Generator Loss: 1.3805 Epoch 1/8... Discriminator Loss: 1.4132... Generator Loss: 0.8358 Epoch 1/8... Discriminator Loss: 1.0437... Generator Loss: 0.7927 Epoch 1/8... Discriminator Loss: 1.0337... Generator Loss: 0.7709
Epoch 1/8... Discriminator Loss: 1.1495... Generator Loss: 0.7373 Epoch 1/8... Discriminator Loss: 0.4793... Generator Loss: 2.3463 Epoch 1/8... Discriminator Loss: 0.4905... Generator Loss: 1.3319 Epoch 1/8... Discriminator Loss: 0.5755... Generator Loss: 1.0412 Epoch 1/8... Discriminator Loss: 0.8306... Generator Loss: 1.0411 Epoch 1/8... Discriminator Loss: 0.4669... Generator Loss: 3.6453 Epoch 1/8... Discriminator Loss: 1.0080... Generator Loss: 0.6244 Epoch 1/8... Discriminator Loss: 1.0194... Generator Loss: 0.7682 Epoch 1/8... Discriminator Loss: 0.5763... Generator Loss: 1.3882 Epoch 1/8... Discriminator Loss: 0.1591... Generator Loss: 2.9821
Epoch 1/8... Discriminator Loss: 0.2013... Generator Loss: 2.9330 Epoch 1/8... Discriminator Loss: 0.7620... Generator Loss: 2.4423 Epoch 1/8... Discriminator Loss: 0.8602... Generator Loss: 3.4112 Epoch 1/8... Discriminator Loss: 0.2665... Generator Loss: 2.2000 Epoch 1/8... Discriminator Loss: 1.4659... Generator Loss: 6.2014 Epoch 1/8... Discriminator Loss: 0.4428... Generator Loss: 1.5107 Epoch 1/8... Discriminator Loss: 0.0880... Generator Loss: 3.9567 Epoch 1/8... Discriminator Loss: 0.6649... Generator Loss: 5.9720 Epoch 1/8... Discriminator Loss: 0.6181... Generator Loss: 1.6484 Epoch 1/8... Discriminator Loss: 0.2295... Generator Loss: 2.1757
Epoch 1/8... Discriminator Loss: 0.3234... Generator Loss: 2.4143 Epoch 1/8... Discriminator Loss: 0.9071... Generator Loss: 0.7696 Epoch 1/8... Discriminator Loss: 1.6661... Generator Loss: 0.3810 Epoch 1/8... Discriminator Loss: 0.9540... Generator Loss: 0.8436 Epoch 1/8... Discriminator Loss: 0.9113... Generator Loss: 0.8083 Epoch 1/8... Discriminator Loss: 0.2191... Generator Loss: 3.2336 Epoch 1/8... Discriminator Loss: 1.0602... Generator Loss: 4.0235 Epoch 1/8... Discriminator Loss: 0.5890... Generator Loss: 4.7578 Epoch 1/8... Discriminator Loss: 0.1750... Generator Loss: 3.6786 Epoch 1/8... Discriminator Loss: 2.5782... Generator Loss: 4.3133
Epoch 1/8... Discriminator Loss: 0.3733... Generator Loss: 1.7966 Epoch 1/8... Discriminator Loss: 0.7231... Generator Loss: 1.1880 Epoch 1/8... Discriminator Loss: 0.3415... Generator Loss: 1.9915 Epoch 1/8... Discriminator Loss: 0.1744... Generator Loss: 3.2774 Epoch 1/8... Discriminator Loss: 1.8638... Generator Loss: 0.2437 Epoch 1/8... Discriminator Loss: 0.6155... Generator Loss: 1.4334 Epoch 1/8... Discriminator Loss: 1.4567... Generator Loss: 0.3989 Epoch 1/8... Discriminator Loss: 0.9973... Generator Loss: 0.6668 Epoch 1/8... Discriminator Loss: 0.2531... Generator Loss: 2.4726 Epoch 1/8... Discriminator Loss: 0.9320... Generator Loss: 1.0947
Epoch 1/8... Discriminator Loss: 0.4389... Generator Loss: 1.9284 Epoch 1/8... Discriminator Loss: 1.0219... Generator Loss: 1.0556 Epoch 1/8... Discriminator Loss: 0.1936... Generator Loss: 3.8577 Epoch 1/8... Discriminator Loss: 0.0446... Generator Loss: 4.6808 Epoch 1/8... Discriminator Loss: 3.6800... Generator Loss: 4.6489 Epoch 1/8... Discriminator Loss: 1.2152... Generator Loss: 1.2353 Epoch 1/8... Discriminator Loss: 1.2209... Generator Loss: 0.6058 Epoch 1/8... Discriminator Loss: 1.3711... Generator Loss: 1.0984 Epoch 1/8... Discriminator Loss: 1.2272... Generator Loss: 1.3751 Epoch 1/8... Discriminator Loss: 1.2631... Generator Loss: 0.5471
Epoch 1/8... Discriminator Loss: 1.3301... Generator Loss: 0.5194 Epoch 1/8... Discriminator Loss: 1.1368... Generator Loss: 1.7486 Epoch 1/8... Discriminator Loss: 1.1848... Generator Loss: 0.6006 Epoch 1/8... Discriminator Loss: 0.8857... Generator Loss: 2.3786 Epoch 1/8... Discriminator Loss: 0.9586... Generator Loss: 1.0431 Epoch 1/8... Discriminator Loss: 1.1902... Generator Loss: 0.6869 Epoch 1/8... Discriminator Loss: 0.6948... Generator Loss: 2.1372 Epoch 1/8... Discriminator Loss: 0.8172... Generator Loss: 0.8263 Epoch 1/8... Discriminator Loss: 0.9021... Generator Loss: 0.7602 Epoch 1/8... Discriminator Loss: 0.3305... Generator Loss: 1.9007
Epoch 1/8... Discriminator Loss: 0.5854... Generator Loss: 1.0364 Epoch 1/8... Discriminator Loss: 0.9661... Generator Loss: 0.8032 Epoch 1/8... Discriminator Loss: 0.3943... Generator Loss: 2.0493 Epoch 1/8... Discriminator Loss: 1.4292... Generator Loss: 1.9399 Epoch 1/8... Discriminator Loss: 0.3033... Generator Loss: 3.1813 Epoch 1/8... Discriminator Loss: 1.2790... Generator Loss: 0.5244 Epoch 1/8... Discriminator Loss: 0.9485... Generator Loss: 0.7991 Epoch 1/8... Discriminator Loss: 0.7316... Generator Loss: 0.9661 Epoch 1/8... Discriminator Loss: 0.2286... Generator Loss: 3.7967 Epoch 1/8... Discriminator Loss: 0.4642... Generator Loss: 3.2237
Epoch 1/8... Discriminator Loss: 0.1959... Generator Loss: 2.8029 Epoch 1/8... Discriminator Loss: 1.0020... Generator Loss: 0.8398 Epoch 1/8... Discriminator Loss: 1.3265... Generator Loss: 3.2016 Epoch 1/8... Discriminator Loss: 0.6817... Generator Loss: 1.3837 Epoch 1/8... Discriminator Loss: 0.6213... Generator Loss: 1.1342 Epoch 1/8... Discriminator Loss: 0.1873... Generator Loss: 2.3868 Epoch 1/8... Discriminator Loss: 0.2271... Generator Loss: 3.7119 Epoch 1/8... Discriminator Loss: 0.1709... Generator Loss: 5.9761 Epoch 1/8... Discriminator Loss: 0.0987... Generator Loss: 3.9864 Epoch 1/8... Discriminator Loss: 0.9936... Generator Loss: 0.7859
Epoch 1/8... Discriminator Loss: 0.6001... Generator Loss: 1.2016 Epoch 1/8... Discriminator Loss: 0.5573... Generator Loss: 1.1846 Epoch 1/8... Discriminator Loss: 0.4737... Generator Loss: 1.5265 Epoch 1/8... Discriminator Loss: 1.0107... Generator Loss: 0.6925 Epoch 1/8... Discriminator Loss: 0.1164... Generator Loss: 3.1366 Epoch 1/8... Discriminator Loss: 0.7974... Generator Loss: 1.0034 Epoch 1/8... Discriminator Loss: 0.5377... Generator Loss: 1.4615 Epoch 1/8... Discriminator Loss: 0.5297... Generator Loss: 4.0381 Epoch 1/8... Discriminator Loss: 0.3706... Generator Loss: 3.7402 Epoch 1/8... Discriminator Loss: 0.2105... Generator Loss: 4.0187
Epoch 1/8... Discriminator Loss: 0.5814... Generator Loss: 1.2280 Epoch 1/8... Discriminator Loss: 1.2349... Generator Loss: 0.6516 Epoch 1/8... Discriminator Loss: 0.5882... Generator Loss: 2.2658 Epoch 1/8... Discriminator Loss: 0.1212... Generator Loss: 3.4765 Epoch 1/8... Discriminator Loss: 0.1373... Generator Loss: 2.9588 Epoch 1/8... Discriminator Loss: 0.0983... Generator Loss: 4.3431 Epoch 1/8... Discriminator Loss: 0.8053... Generator Loss: 1.1190 Epoch 1/8... Discriminator Loss: 0.5047... Generator Loss: 2.4224 Epoch 1/8... Discriminator Loss: 0.8460... Generator Loss: 1.6890 Epoch 1/8... Discriminator Loss: 1.7921... Generator Loss: 0.2560
Epoch 1/8... Discriminator Loss: 0.9058... Generator Loss: 1.0039 Epoch 1/8... Discriminator Loss: 0.3850... Generator Loss: 1.7761 Epoch 1/8... Discriminator Loss: 0.3214... Generator Loss: 5.0189 Epoch 1/8... Discriminator Loss: 0.1100... Generator Loss: 3.5902 Epoch 1/8... Discriminator Loss: 0.2639... Generator Loss: 2.2304 Epoch 1/8... Discriminator Loss: 0.1150... Generator Loss: 5.3289 Epoch 1/8... Discriminator Loss: 0.1070... Generator Loss: 5.0584 Epoch 1/8... Discriminator Loss: 0.1412... Generator Loss: 2.7361 Epoch 1/8... Discriminator Loss: 0.4514... Generator Loss: 3.5992 Epoch 1/8... Discriminator Loss: 0.9784... Generator Loss: 1.0763
Epoch 1/8... Discriminator Loss: 1.0141... Generator Loss: 1.8423 Epoch 1/8... Discriminator Loss: 0.7825... Generator Loss: 1.0945 Epoch 1/8... Discriminator Loss: 0.7637... Generator Loss: 1.0185 Epoch 1/8... Discriminator Loss: 0.4932... Generator Loss: 5.4204 Epoch 1/8... Discriminator Loss: 1.3670... Generator Loss: 0.5162 Epoch 1/8... Discriminator Loss: 0.5124... Generator Loss: 2.0719 Epoch 1/8... Discriminator Loss: 0.2490... Generator Loss: 2.6499 Epoch 1/8... Discriminator Loss: 0.9539... Generator Loss: 0.7355 Epoch 1/8... Discriminator Loss: 0.0854... Generator Loss: 4.6866 Epoch 1/8... Discriminator Loss: 0.2194... Generator Loss: 5.6400
Epoch 1/8... Discriminator Loss: 1.1418... Generator Loss: 0.6072 Epoch 1/8... Discriminator Loss: 1.6387... Generator Loss: 4.4666 Epoch 1/8... Discriminator Loss: 1.0089... Generator Loss: 0.8140 Epoch 1/8... Discriminator Loss: 0.4451... Generator Loss: 1.7354 Epoch 1/8... Discriminator Loss: 0.3000... Generator Loss: 2.2895 Epoch 1/8... Discriminator Loss: 0.1917... Generator Loss: 2.4742 Epoch 1/8... Discriminator Loss: 0.9585... Generator Loss: 4.6293 Epoch 1/8... Discriminator Loss: 0.1183... Generator Loss: 3.0791 Epoch 1/8... Discriminator Loss: 0.1662... Generator Loss: 3.3905 Epoch 1/8... Discriminator Loss: 0.1603... Generator Loss: 3.2489
Epoch 1/8... Discriminator Loss: 0.6917... Generator Loss: 1.6836 Epoch 1/8... Discriminator Loss: 0.5062... Generator Loss: 1.6892 Epoch 1/8... Discriminator Loss: 0.2356... Generator Loss: 2.8821 Epoch 1/8... Discriminator Loss: 0.1679... Generator Loss: 2.6533 Epoch 1/8... Discriminator Loss: 0.9854... Generator Loss: 3.2454 Epoch 1/8... Discriminator Loss: 1.3687... Generator Loss: 0.4233 Epoch 1/8... Discriminator Loss: 0.4286... Generator Loss: 2.1555 Epoch 1/8... Discriminator Loss: 0.3297... Generator Loss: 1.7330 Epoch 1/8... Discriminator Loss: 0.3954... Generator Loss: 1.8783 Epoch 1/8... Discriminator Loss: 1.2426... Generator Loss: 1.2787
Epoch 1/8... Discriminator Loss: 1.6128... Generator Loss: 0.3514 Epoch 1/8... Discriminator Loss: 0.3586... Generator Loss: 1.7995 Epoch 1/8... Discriminator Loss: 0.1889... Generator Loss: 2.4139 Epoch 1/8... Discriminator Loss: 1.6636... Generator Loss: 2.9612 Epoch 1/8... Discriminator Loss: 0.2732... Generator Loss: 2.5626 Epoch 1/8... Discriminator Loss: 1.4025... Generator Loss: 0.4744 Epoch 1/8... Discriminator Loss: 0.5222... Generator Loss: 1.7359 Epoch 1/8... Discriminator Loss: 1.6215... Generator Loss: 3.7060 Epoch 1/8... Discriminator Loss: 0.2043... Generator Loss: 3.0928 Epoch 1/8... Discriminator Loss: 0.1934... Generator Loss: 2.9686
Epoch 1/8... Discriminator Loss: 0.7190... Generator Loss: 0.9838 Epoch 1/8... Discriminator Loss: 0.2039... Generator Loss: 3.2772 Epoch 1/8... Discriminator Loss: 0.2989... Generator Loss: 3.8234 Epoch 1/8... Discriminator Loss: 0.6217... Generator Loss: 1.0806 Epoch 1/8... Discriminator Loss: 0.6451... Generator Loss: 3.1281 Epoch 1/8... Discriminator Loss: 0.8013... Generator Loss: 0.8493 Epoch 1/8... Discriminator Loss: 0.5843... Generator Loss: 1.3202 Epoch 1/8... Discriminator Loss: 0.2190... Generator Loss: 2.2409 Epoch 1/8... Discriminator Loss: 1.3173... Generator Loss: 0.4538 Epoch 1/8... Discriminator Loss: 0.4573... Generator Loss: 2.9233
Epoch 1/8... Discriminator Loss: 0.1737... Generator Loss: 2.9894 Epoch 1/8... Discriminator Loss: 1.1980... Generator Loss: 2.4610 Epoch 1/8... Discriminator Loss: 0.0346... Generator Loss: 6.3254 Epoch 1/8... Discriminator Loss: 0.3540... Generator Loss: 2.6566 Epoch 1/8... Discriminator Loss: 0.5103... Generator Loss: 1.2035 Epoch 1/8... Discriminator Loss: 1.0820... Generator Loss: 0.5378 Epoch 1/8... Discriminator Loss: 0.6032... Generator Loss: 1.7060 Epoch 1/8... Discriminator Loss: 0.4643... Generator Loss: 1.3972 Epoch 1/8... Discriminator Loss: 0.0666... Generator Loss: 5.1120 Epoch 1/8... Discriminator Loss: 0.0347... Generator Loss: 8.3316
Epoch 1/8... Discriminator Loss: 0.1853... Generator Loss: 2.3872 Epoch 1/8... Discriminator Loss: 0.1703... Generator Loss: 2.5159 Epoch 1/8... Discriminator Loss: 0.0763... Generator Loss: 4.2365 Epoch 1/8... Discriminator Loss: 0.0753... Generator Loss: 4.0143 Epoch 1/8... Discriminator Loss: 0.1348... Generator Loss: 2.7102 Epoch 1/8... Discriminator Loss: 0.0239... Generator Loss: 5.6646 Epoch 2/8... Discriminator Loss: 0.0213... Generator Loss: 7.3280 Epoch 2/8... Discriminator Loss: 0.0180... Generator Loss: 5.6940 Epoch 2/8... Discriminator Loss: 0.0340... Generator Loss: 5.0610 Epoch 2/8... Discriminator Loss: 0.2976... Generator Loss: 1.8383
Epoch 2/8... Discriminator Loss: 0.0119... Generator Loss: 6.5335 Epoch 2/8... Discriminator Loss: 0.0266... Generator Loss: 5.2631 Epoch 2/8... Discriminator Loss: 0.0281... Generator Loss: 5.3302 Epoch 2/8... Discriminator Loss: 0.0639... Generator Loss: 4.2250 Epoch 2/8... Discriminator Loss: 0.0797... Generator Loss: 3.5793 Epoch 2/8... Discriminator Loss: 0.0984... Generator Loss: 4.2508 Epoch 2/8... Discriminator Loss: 0.0086... Generator Loss: 7.5467 Epoch 2/8... Discriminator Loss: 0.1965... Generator Loss: 2.3176 Epoch 2/8... Discriminator Loss: 0.8758... Generator Loss: 0.8647 Epoch 2/8... Discriminator Loss: 0.7260... Generator Loss: 1.3229
Epoch 2/8... Discriminator Loss: 0.3831... Generator Loss: 1.8009 Epoch 2/8... Discriminator Loss: 0.6868... Generator Loss: 3.3253 Epoch 2/8... Discriminator Loss: 0.5604... Generator Loss: 1.3513 Epoch 2/8... Discriminator Loss: 2.2213... Generator Loss: 3.8912 Epoch 2/8... Discriminator Loss: 0.4012... Generator Loss: 1.9328 Epoch 2/8... Discriminator Loss: 1.1698... Generator Loss: 0.5801 Epoch 2/8... Discriminator Loss: 0.8994... Generator Loss: 1.4288 Epoch 2/8... Discriminator Loss: 0.9558... Generator Loss: 0.9057 Epoch 2/8... Discriminator Loss: 0.5911... Generator Loss: 3.9543 Epoch 2/8... Discriminator Loss: 1.0900... Generator Loss: 0.7041
Epoch 2/8... Discriminator Loss: 0.5174... Generator Loss: 1.9451 Epoch 2/8... Discriminator Loss: 0.9786... Generator Loss: 1.3226 Epoch 2/8... Discriminator Loss: 1.2346... Generator Loss: 0.5358 Epoch 2/8... Discriminator Loss: 0.8438... Generator Loss: 0.9901 Epoch 2/8... Discriminator Loss: 0.9509... Generator Loss: 2.6435 Epoch 2/8... Discriminator Loss: 0.1675... Generator Loss: 4.2508 Epoch 2/8... Discriminator Loss: 0.5065... Generator Loss: 1.7252 Epoch 2/8... Discriminator Loss: 0.6623... Generator Loss: 1.1909 Epoch 2/8... Discriminator Loss: 1.1405... Generator Loss: 2.7068 Epoch 2/8... Discriminator Loss: 0.8302... Generator Loss: 1.2316
Epoch 2/8... Discriminator Loss: 1.1175... Generator Loss: 0.7531 Epoch 2/8... Discriminator Loss: 0.7798... Generator Loss: 1.2959 Epoch 2/8... Discriminator Loss: 0.8222... Generator Loss: 2.4373 Epoch 2/8... Discriminator Loss: 0.6576... Generator Loss: 1.5213 Epoch 2/8... Discriminator Loss: 1.7799... Generator Loss: 0.2379 Epoch 2/8... Discriminator Loss: 0.6521... Generator Loss: 1.0711 Epoch 2/8... Discriminator Loss: 0.9065... Generator Loss: 1.7023 Epoch 2/8... Discriminator Loss: 0.7294... Generator Loss: 0.9493 Epoch 2/8... Discriminator Loss: 0.9568... Generator Loss: 0.8006 Epoch 2/8... Discriminator Loss: 0.9589... Generator Loss: 0.8116
Epoch 2/8... Discriminator Loss: 0.5336... Generator Loss: 2.1387 Epoch 2/8... Discriminator Loss: 1.2341... Generator Loss: 0.5990 Epoch 2/8... Discriminator Loss: 0.7690... Generator Loss: 0.9572 Epoch 2/8... Discriminator Loss: 0.4916... Generator Loss: 1.5235 Epoch 2/8... Discriminator Loss: 0.6298... Generator Loss: 1.8332 Epoch 2/8... Discriminator Loss: 1.0029... Generator Loss: 0.7546 Epoch 2/8... Discriminator Loss: 1.4004... Generator Loss: 0.4127 Epoch 2/8... Discriminator Loss: 0.5066... Generator Loss: 1.4570 Epoch 2/8... Discriminator Loss: 1.5150... Generator Loss: 0.3932 Epoch 2/8... Discriminator Loss: 0.3857... Generator Loss: 1.8206
Epoch 2/8... Discriminator Loss: 0.3727... Generator Loss: 1.7633 Epoch 2/8... Discriminator Loss: 0.2986... Generator Loss: 2.1254 Epoch 2/8... Discriminator Loss: 1.4193... Generator Loss: 0.4819 Epoch 2/8... Discriminator Loss: 0.5286... Generator Loss: 2.7269 Epoch 2/8... Discriminator Loss: 1.5761... Generator Loss: 0.3818 Epoch 2/8... Discriminator Loss: 1.1758... Generator Loss: 0.8639 Epoch 2/8... Discriminator Loss: 1.0159... Generator Loss: 0.6658 Epoch 2/8... Discriminator Loss: 1.5701... Generator Loss: 0.3693 Epoch 2/8... Discriminator Loss: 0.8931... Generator Loss: 0.8718 Epoch 2/8... Discriminator Loss: 0.5026... Generator Loss: 1.5591
Epoch 2/8... Discriminator Loss: 0.8347... Generator Loss: 0.9845 Epoch 2/8... Discriminator Loss: 0.8168... Generator Loss: 1.0059 Epoch 2/8... Discriminator Loss: 0.6389... Generator Loss: 1.3592 Epoch 2/8... Discriminator Loss: 0.7634... Generator Loss: 2.9407 Epoch 2/8... Discriminator Loss: 0.2332... Generator Loss: 2.7983 Epoch 2/8... Discriminator Loss: 0.5079... Generator Loss: 1.5804 Epoch 2/8... Discriminator Loss: 0.9777... Generator Loss: 0.6635 Epoch 2/8... Discriminator Loss: 0.2614... Generator Loss: 2.5957 Epoch 2/8... Discriminator Loss: 0.4492... Generator Loss: 1.7290 Epoch 2/8... Discriminator Loss: 0.3814... Generator Loss: 2.4550
Epoch 2/8... Discriminator Loss: 0.9402... Generator Loss: 1.1732 Epoch 2/8... Discriminator Loss: 0.4489... Generator Loss: 1.5775 Epoch 2/8... Discriminator Loss: 0.4046... Generator Loss: 2.4742 Epoch 2/8... Discriminator Loss: 1.1063... Generator Loss: 3.2279 Epoch 2/8... Discriminator Loss: 0.3049... Generator Loss: 2.2660 Epoch 2/8... Discriminator Loss: 1.2916... Generator Loss: 0.4691 Epoch 2/8... Discriminator Loss: 0.6412... Generator Loss: 1.0705 Epoch 2/8... Discriminator Loss: 0.4005... Generator Loss: 3.0276 Epoch 2/8... Discriminator Loss: 1.1408... Generator Loss: 1.5028 Epoch 2/8... Discriminator Loss: 0.8451... Generator Loss: 2.0858
Epoch 2/8... Discriminator Loss: 0.4501... Generator Loss: 1.8491 Epoch 2/8... Discriminator Loss: 0.3264... Generator Loss: 2.0631 Epoch 2/8... Discriminator Loss: 0.5952... Generator Loss: 1.9769 Epoch 2/8... Discriminator Loss: 0.2543... Generator Loss: 2.2917 Epoch 2/8... Discriminator Loss: 0.2013... Generator Loss: 2.8659 Epoch 2/8... Discriminator Loss: 0.2667... Generator Loss: 2.1838 Epoch 2/8... Discriminator Loss: 1.0728... Generator Loss: 0.5584 Epoch 2/8... Discriminator Loss: 0.8012... Generator Loss: 0.9531 Epoch 2/8... Discriminator Loss: 0.4810... Generator Loss: 1.3086 Epoch 2/8... Discriminator Loss: 0.4477... Generator Loss: 1.9446
Epoch 2/8... Discriminator Loss: 0.2927... Generator Loss: 1.9339 Epoch 2/8... Discriminator Loss: 0.8893... Generator Loss: 1.5891 Epoch 2/8... Discriminator Loss: 0.7220... Generator Loss: 1.0274 Epoch 2/8... Discriminator Loss: 0.5409... Generator Loss: 1.4083 Epoch 2/8... Discriminator Loss: 1.4219... Generator Loss: 0.4867 Epoch 2/8... Discriminator Loss: 1.5837... Generator Loss: 2.4282 Epoch 2/8... Discriminator Loss: 0.2305... Generator Loss: 2.7205 Epoch 2/8... Discriminator Loss: 0.2757... Generator Loss: 2.2819 Epoch 2/8... Discriminator Loss: 0.7581... Generator Loss: 0.9783 Epoch 2/8... Discriminator Loss: 1.1320... Generator Loss: 0.6258
Epoch 2/8... Discriminator Loss: 0.5975... Generator Loss: 1.1752 Epoch 2/8... Discriminator Loss: 0.8727... Generator Loss: 1.6042 Epoch 2/8... Discriminator Loss: 1.0906... Generator Loss: 0.5659 Epoch 2/8... Discriminator Loss: 0.3703... Generator Loss: 1.7312 Epoch 2/8... Discriminator Loss: 0.7296... Generator Loss: 3.3188 Epoch 2/8... Discriminator Loss: 0.4799... Generator Loss: 1.5915 Epoch 2/8... Discriminator Loss: 1.9461... Generator Loss: 0.2175 Epoch 2/8... Discriminator Loss: 0.6095... Generator Loss: 1.1644 Epoch 2/8... Discriminator Loss: 0.5533... Generator Loss: 1.7172 Epoch 2/8... Discriminator Loss: 0.1974... Generator Loss: 2.5712
Epoch 2/8... Discriminator Loss: 0.5150... Generator Loss: 1.6042 Epoch 2/8... Discriminator Loss: 0.9178... Generator Loss: 2.1733 Epoch 2/8... Discriminator Loss: 1.0732... Generator Loss: 0.5862 Epoch 2/8... Discriminator Loss: 0.6027... Generator Loss: 1.6093 Epoch 2/8... Discriminator Loss: 0.4783... Generator Loss: 1.3452 Epoch 2/8... Discriminator Loss: 0.3634... Generator Loss: 1.7417 Epoch 2/8... Discriminator Loss: 1.4517... Generator Loss: 3.7452 Epoch 2/8... Discriminator Loss: 1.2751... Generator Loss: 1.5709 Epoch 2/8... Discriminator Loss: 0.4746... Generator Loss: 1.6941 Epoch 2/8... Discriminator Loss: 0.6167... Generator Loss: 1.1419
Epoch 2/8... Discriminator Loss: 1.0256... Generator Loss: 0.6349 Epoch 2/8... Discriminator Loss: 0.6033... Generator Loss: 1.2595 Epoch 2/8... Discriminator Loss: 0.5196... Generator Loss: 1.4963 Epoch 2/8... Discriminator Loss: 0.3982... Generator Loss: 2.0146 Epoch 2/8... Discriminator Loss: 0.8060... Generator Loss: 1.8484 Epoch 2/8... Discriminator Loss: 0.6168... Generator Loss: 1.3255 Epoch 2/8... Discriminator Loss: 0.5157... Generator Loss: 1.3645 Epoch 2/8... Discriminator Loss: 0.2875... Generator Loss: 2.2110 Epoch 2/8... Discriminator Loss: 0.5347... Generator Loss: 1.5580 Epoch 2/8... Discriminator Loss: 1.2327... Generator Loss: 0.5698
Epoch 2/8... Discriminator Loss: 0.8299... Generator Loss: 0.8499 Epoch 2/8... Discriminator Loss: 0.3683... Generator Loss: 1.8129 Epoch 2/8... Discriminator Loss: 0.2448... Generator Loss: 2.3637 Epoch 2/8... Discriminator Loss: 0.8253... Generator Loss: 1.4103 Epoch 2/8... Discriminator Loss: 0.9003... Generator Loss: 4.4162 Epoch 2/8... Discriminator Loss: 0.3280... Generator Loss: 2.7575 Epoch 2/8... Discriminator Loss: 1.5253... Generator Loss: 0.3582 Epoch 2/8... Discriminator Loss: 1.8946... Generator Loss: 0.2187 Epoch 2/8... Discriminator Loss: 0.6303... Generator Loss: 1.0871 Epoch 2/8... Discriminator Loss: 1.0519... Generator Loss: 0.6652
Epoch 2/8... Discriminator Loss: 1.9791... Generator Loss: 0.2809 Epoch 2/8... Discriminator Loss: 0.2739... Generator Loss: 2.5374 Epoch 2/8... Discriminator Loss: 1.0504... Generator Loss: 5.3575 Epoch 2/8... Discriminator Loss: 0.5175... Generator Loss: 3.1581 Epoch 2/8... Discriminator Loss: 2.0781... Generator Loss: 3.3653 Epoch 2/8... Discriminator Loss: 0.9258... Generator Loss: 0.8761 Epoch 2/8... Discriminator Loss: 0.9832... Generator Loss: 1.1880 Epoch 2/8... Discriminator Loss: 0.5087... Generator Loss: 2.0461 Epoch 2/8... Discriminator Loss: 0.0846... Generator Loss: 5.5712 Epoch 2/8... Discriminator Loss: 0.4862... Generator Loss: 2.0097
Epoch 2/8... Discriminator Loss: 0.8267... Generator Loss: 0.8063 Epoch 2/8... Discriminator Loss: 1.0247... Generator Loss: 1.8689 Epoch 2/8... Discriminator Loss: 0.2134... Generator Loss: 2.3593 Epoch 2/8... Discriminator Loss: 0.6289... Generator Loss: 1.5530 Epoch 2/8... Discriminator Loss: 0.2318... Generator Loss: 2.3616 Epoch 2/8... Discriminator Loss: 0.8964... Generator Loss: 1.4769 Epoch 2/8... Discriminator Loss: 0.4218... Generator Loss: 1.4126 Epoch 2/8... Discriminator Loss: 0.4116... Generator Loss: 2.0883 Epoch 2/8... Discriminator Loss: 2.1471... Generator Loss: 0.2031 Epoch 2/8... Discriminator Loss: 1.0122... Generator Loss: 0.6738
Epoch 2/8... Discriminator Loss: 0.2222... Generator Loss: 4.8387 Epoch 2/8... Discriminator Loss: 0.8330... Generator Loss: 0.7552 Epoch 2/8... Discriminator Loss: 1.7788... Generator Loss: 0.2940 Epoch 2/8... Discriminator Loss: 1.2506... Generator Loss: 2.3138 Epoch 2/8... Discriminator Loss: 0.2445... Generator Loss: 2.2310 Epoch 2/8... Discriminator Loss: 0.6172... Generator Loss: 1.3239 Epoch 2/8... Discriminator Loss: 0.4194... Generator Loss: 1.7870 Epoch 2/8... Discriminator Loss: 1.6712... Generator Loss: 0.3361 Epoch 2/8... Discriminator Loss: 0.3668... Generator Loss: 1.7970 Epoch 2/8... Discriminator Loss: 0.9270... Generator Loss: 0.7731
Epoch 2/8... Discriminator Loss: 0.5831... Generator Loss: 1.1607 Epoch 2/8... Discriminator Loss: 1.0425... Generator Loss: 0.6326 Epoch 2/8... Discriminator Loss: 0.5608... Generator Loss: 1.1031 Epoch 2/8... Discriminator Loss: 0.9897... Generator Loss: 0.9394 Epoch 2/8... Discriminator Loss: 0.6054... Generator Loss: 1.4995 Epoch 2/8... Discriminator Loss: 0.5995... Generator Loss: 1.3346 Epoch 2/8... Discriminator Loss: 1.1600... Generator Loss: 0.5274 Epoch 2/8... Discriminator Loss: 0.4886... Generator Loss: 1.5562 Epoch 2/8... Discriminator Loss: 0.7122... Generator Loss: 1.3638 Epoch 2/8... Discriminator Loss: 0.1462... Generator Loss: 4.2974
Epoch 2/8... Discriminator Loss: 0.6480... Generator Loss: 1.2242 Epoch 2/8... Discriminator Loss: 0.6569... Generator Loss: 1.0670 Epoch 2/8... Discriminator Loss: 0.5936... Generator Loss: 1.6775 Epoch 2/8... Discriminator Loss: 0.3554... Generator Loss: 1.8028 Epoch 2/8... Discriminator Loss: 0.6027... Generator Loss: 1.6094 Epoch 2/8... Discriminator Loss: 1.0042... Generator Loss: 1.2273 Epoch 2/8... Discriminator Loss: 1.1666... Generator Loss: 0.7029 Epoch 2/8... Discriminator Loss: 0.4396... Generator Loss: 1.7091 Epoch 2/8... Discriminator Loss: 0.3691... Generator Loss: 3.0165 Epoch 2/8... Discriminator Loss: 0.9869... Generator Loss: 0.6303
Epoch 2/8... Discriminator Loss: 0.2588... Generator Loss: 2.2201 Epoch 2/8... Discriminator Loss: 0.6546... Generator Loss: 1.5966 Epoch 2/8... Discriminator Loss: 0.6040... Generator Loss: 1.5053 Epoch 2/8... Discriminator Loss: 0.3523... Generator Loss: 2.0641 Epoch 2/8... Discriminator Loss: 1.8485... Generator Loss: 0.2620 Epoch 2/8... Discriminator Loss: 1.8316... Generator Loss: 0.2947 Epoch 2/8... Discriminator Loss: 0.1907... Generator Loss: 3.2735 Epoch 2/8... Discriminator Loss: 0.1229... Generator Loss: 6.4023 Epoch 2/8... Discriminator Loss: 0.6097... Generator Loss: 2.5525 Epoch 2/8... Discriminator Loss: 0.7405... Generator Loss: 0.8673
Epoch 2/8... Discriminator Loss: 1.2245... Generator Loss: 0.4971 Epoch 2/8... Discriminator Loss: 1.1228... Generator Loss: 0.6919 Epoch 2/8... Discriminator Loss: 0.4964... Generator Loss: 1.5408 Epoch 2/8... Discriminator Loss: 0.6440... Generator Loss: 1.1612 Epoch 2/8... Discriminator Loss: 0.3777... Generator Loss: 1.6930 Epoch 2/8... Discriminator Loss: 2.0775... Generator Loss: 2.6138 Epoch 2/8... Discriminator Loss: 0.7656... Generator Loss: 2.1956 Epoch 2/8... Discriminator Loss: 0.6787... Generator Loss: 1.4835 Epoch 2/8... Discriminator Loss: 0.5912... Generator Loss: 1.1006 Epoch 2/8... Discriminator Loss: 0.1439... Generator Loss: 3.8350
Epoch 2/8... Discriminator Loss: 0.1783... Generator Loss: 2.8389 Epoch 2/8... Discriminator Loss: 0.6433... Generator Loss: 1.4791 Epoch 2/8... Discriminator Loss: 0.2128... Generator Loss: 2.9738 Epoch 2/8... Discriminator Loss: 0.4949... Generator Loss: 1.4250 Epoch 2/8... Discriminator Loss: 0.7148... Generator Loss: 0.9812 Epoch 2/8... Discriminator Loss: 0.1645... Generator Loss: 3.7097 Epoch 2/8... Discriminator Loss: 1.7689... Generator Loss: 3.2148 Epoch 2/8... Discriminator Loss: 1.1460... Generator Loss: 0.6725 Epoch 2/8... Discriminator Loss: 0.9987... Generator Loss: 2.6416 Epoch 2/8... Discriminator Loss: 0.7148... Generator Loss: 1.0969
Epoch 2/8... Discriminator Loss: 0.8349... Generator Loss: 2.1151 Epoch 2/8... Discriminator Loss: 0.9117... Generator Loss: 0.9258 Epoch 2/8... Discriminator Loss: 0.6329... Generator Loss: 1.1805 Epoch 2/8... Discriminator Loss: 0.9521... Generator Loss: 0.7064 Epoch 2/8... Discriminator Loss: 0.9077... Generator Loss: 0.8354 Epoch 2/8... Discriminator Loss: 0.7024... Generator Loss: 1.0687 Epoch 2/8... Discriminator Loss: 0.2216... Generator Loss: 3.9119 Epoch 2/8... Discriminator Loss: 1.1896... Generator Loss: 0.5377 Epoch 2/8... Discriminator Loss: 0.9546... Generator Loss: 2.0722 Epoch 2/8... Discriminator Loss: 0.7576... Generator Loss: 1.1244
Epoch 2/8... Discriminator Loss: 1.4708... Generator Loss: 2.7677 Epoch 2/8... Discriminator Loss: 1.4776... Generator Loss: 0.3874 Epoch 2/8... Discriminator Loss: 0.6495... Generator Loss: 1.1014 Epoch 2/8... Discriminator Loss: 0.7720... Generator Loss: 2.1946 Epoch 2/8... Discriminator Loss: 0.7795... Generator Loss: 0.8549 Epoch 2/8... Discriminator Loss: 0.5775... Generator Loss: 2.1021 Epoch 2/8... Discriminator Loss: 0.6905... Generator Loss: 1.9118 Epoch 2/8... Discriminator Loss: 0.5778... Generator Loss: 1.9896 Epoch 2/8... Discriminator Loss: 0.7116... Generator Loss: 1.2125 Epoch 2/8... Discriminator Loss: 1.3610... Generator Loss: 0.4348
Epoch 2/8... Discriminator Loss: 0.5803... Generator Loss: 1.2332 Epoch 2/8... Discriminator Loss: 0.7719... Generator Loss: 1.0703 Epoch 2/8... Discriminator Loss: 0.3408... Generator Loss: 2.3227 Epoch 2/8... Discriminator Loss: 0.3823... Generator Loss: 2.6536 Epoch 2/8... Discriminator Loss: 0.6701... Generator Loss: 1.3205 Epoch 2/8... Discriminator Loss: 0.7229... Generator Loss: 0.9288 Epoch 2/8... Discriminator Loss: 0.3340... Generator Loss: 2.9428 Epoch 2/8... Discriminator Loss: 1.8801... Generator Loss: 0.2612 Epoch 2/8... Discriminator Loss: 1.3029... Generator Loss: 0.6387 Epoch 2/8... Discriminator Loss: 0.8484... Generator Loss: 1.8193
Epoch 2/8... Discriminator Loss: 0.4617... Generator Loss: 1.8052 Epoch 2/8... Discriminator Loss: 1.7879... Generator Loss: 0.2721 Epoch 2/8... Discriminator Loss: 0.5910... Generator Loss: 1.2763 Epoch 2/8... Discriminator Loss: 2.2101... Generator Loss: 0.2102 Epoch 2/8... Discriminator Loss: 0.7394... Generator Loss: 1.8106 Epoch 2/8... Discriminator Loss: 0.8606... Generator Loss: 1.1114 Epoch 2/8... Discriminator Loss: 0.7947... Generator Loss: 0.8327 Epoch 2/8... Discriminator Loss: 1.1477... Generator Loss: 0.6056 Epoch 2/8... Discriminator Loss: 0.7294... Generator Loss: 0.9483 Epoch 2/8... Discriminator Loss: 0.8783... Generator Loss: 0.8351
Epoch 2/8... Discriminator Loss: 1.3284... Generator Loss: 0.4239 Epoch 2/8... Discriminator Loss: 0.7608... Generator Loss: 0.9437 Epoch 2/8... Discriminator Loss: 0.7746... Generator Loss: 3.4644 Epoch 2/8... Discriminator Loss: 0.5126... Generator Loss: 1.3367 Epoch 2/8... Discriminator Loss: 1.0976... Generator Loss: 0.6424 Epoch 2/8... Discriminator Loss: 0.2851... Generator Loss: 2.4689 Epoch 2/8... Discriminator Loss: 1.5263... Generator Loss: 0.3603 Epoch 2/8... Discriminator Loss: 0.3956... Generator Loss: 2.1586 Epoch 2/8... Discriminator Loss: 0.6768... Generator Loss: 1.2409 Epoch 2/8... Discriminator Loss: 1.4156... Generator Loss: 0.4137
Epoch 2/8... Discriminator Loss: 0.7356... Generator Loss: 0.9193 Epoch 2/8... Discriminator Loss: 0.5933... Generator Loss: 1.0288 Epoch 2/8... Discriminator Loss: 0.7078... Generator Loss: 1.2787 Epoch 2/8... Discriminator Loss: 0.7006... Generator Loss: 1.1827 Epoch 2/8... Discriminator Loss: 0.7691... Generator Loss: 0.9136 Epoch 2/8... Discriminator Loss: 0.4973... Generator Loss: 1.2939 Epoch 2/8... Discriminator Loss: 1.0099... Generator Loss: 3.7298 Epoch 2/8... Discriminator Loss: 0.7351... Generator Loss: 1.0722 Epoch 2/8... Discriminator Loss: 0.5942... Generator Loss: 1.1565 Epoch 2/8... Discriminator Loss: 1.0038... Generator Loss: 0.6275
Epoch 2/8... Discriminator Loss: 0.5843... Generator Loss: 1.5410 Epoch 2/8... Discriminator Loss: 0.4418... Generator Loss: 1.4980 Epoch 2/8... Discriminator Loss: 0.5246... Generator Loss: 1.4514 Epoch 2/8... Discriminator Loss: 1.2275... Generator Loss: 0.4654 Epoch 2/8... Discriminator Loss: 1.4264... Generator Loss: 0.4358 Epoch 2/8... Discriminator Loss: 0.8379... Generator Loss: 2.8728 Epoch 2/8... Discriminator Loss: 0.6835... Generator Loss: 1.0850 Epoch 2/8... Discriminator Loss: 0.7344... Generator Loss: 0.9684 Epoch 2/8... Discriminator Loss: 0.5123... Generator Loss: 1.5877 Epoch 2/8... Discriminator Loss: 0.1252... Generator Loss: 3.5807
Epoch 2/8... Discriminator Loss: 0.6083... Generator Loss: 1.6761 Epoch 2/8... Discriminator Loss: 1.0405... Generator Loss: 0.6533 Epoch 2/8... Discriminator Loss: 1.0802... Generator Loss: 0.5786 Epoch 2/8... Discriminator Loss: 0.6300... Generator Loss: 1.1747 Epoch 2/8... Discriminator Loss: 1.8628... Generator Loss: 0.2790 Epoch 2/8... Discriminator Loss: 0.3692... Generator Loss: 1.8179 Epoch 2/8... Discriminator Loss: 0.9590... Generator Loss: 0.6922 Epoch 2/8... Discriminator Loss: 0.6490... Generator Loss: 1.9738 Epoch 2/8... Discriminator Loss: 0.6881... Generator Loss: 1.1493 Epoch 2/8... Discriminator Loss: 0.4634... Generator Loss: 4.1750
Epoch 2/8... Discriminator Loss: 0.4358... Generator Loss: 1.9588 Epoch 2/8... Discriminator Loss: 1.9133... Generator Loss: 0.2484 Epoch 2/8... Discriminator Loss: 0.9076... Generator Loss: 1.1598 Epoch 2/8... Discriminator Loss: 1.2664... Generator Loss: 0.4737 Epoch 2/8... Discriminator Loss: 0.3612... Generator Loss: 1.9511 Epoch 2/8... Discriminator Loss: 0.5039... Generator Loss: 1.7928 Epoch 2/8... Discriminator Loss: 0.8898... Generator Loss: 0.6867 Epoch 2/8... Discriminator Loss: 0.6517... Generator Loss: 1.2857 Epoch 2/8... Discriminator Loss: 1.5536... Generator Loss: 0.3797 Epoch 2/8... Discriminator Loss: 0.5900... Generator Loss: 1.0780
Epoch 2/8... Discriminator Loss: 0.8949... Generator Loss: 0.7821 Epoch 2/8... Discriminator Loss: 0.9904... Generator Loss: 0.8389 Epoch 2/8... Discriminator Loss: 0.3891... Generator Loss: 2.0220 Train more 2 epochs? [y/n]y Epoch 3/8... Discriminator Loss: 0.5909... Generator Loss: 5.6265 Epoch 3/8... Discriminator Loss: 0.9924... Generator Loss: 1.9531 Epoch 3/8... Discriminator Loss: 1.6008... Generator Loss: 0.3165 Epoch 3/8... Discriminator Loss: 1.3215... Generator Loss: 0.5028 Epoch 3/8... Discriminator Loss: 1.5558... Generator Loss: 0.3469 Epoch 3/8... Discriminator Loss: 1.1698... Generator Loss: 1.6032 Epoch 3/8... Discriminator Loss: 0.7888... Generator Loss: 0.9266
Epoch 3/8... Discriminator Loss: 0.7769... Generator Loss: 1.1455 Epoch 3/8... Discriminator Loss: 0.8102... Generator Loss: 1.2259 Epoch 3/8... Discriminator Loss: 0.8156... Generator Loss: 0.9075 Epoch 3/8... Discriminator Loss: 0.5917... Generator Loss: 1.3891 Epoch 3/8... Discriminator Loss: 0.9517... Generator Loss: 0.7463 Epoch 3/8... Discriminator Loss: 0.5919... Generator Loss: 1.4901 Epoch 3/8... Discriminator Loss: 0.8049... Generator Loss: 0.8666 Epoch 3/8... Discriminator Loss: 1.3232... Generator Loss: 0.4511 Epoch 3/8... Discriminator Loss: 1.8286... Generator Loss: 0.2610 Epoch 3/8... Discriminator Loss: 0.6801... Generator Loss: 1.0629
Epoch 3/8... Discriminator Loss: 0.6765... Generator Loss: 1.0196 Epoch 3/8... Discriminator Loss: 0.1347... Generator Loss: 3.1087 Epoch 3/8... Discriminator Loss: 0.3734... Generator Loss: 1.5158 Epoch 3/8... Discriminator Loss: 0.3362... Generator Loss: 1.9070 Epoch 3/8... Discriminator Loss: 0.8484... Generator Loss: 0.9651 Epoch 3/8... Discriminator Loss: 0.4488... Generator Loss: 1.4436 Epoch 3/8... Discriminator Loss: 0.9562... Generator Loss: 3.6876 Epoch 3/8... Discriminator Loss: 0.5536... Generator Loss: 1.4863 Epoch 3/8... Discriminator Loss: 1.6508... Generator Loss: 0.3113 Epoch 3/8... Discriminator Loss: 0.7635... Generator Loss: 1.0729
Epoch 3/8... Discriminator Loss: 0.3346... Generator Loss: 1.9484 Epoch 3/8... Discriminator Loss: 0.6420... Generator Loss: 1.5299 Epoch 3/8... Discriminator Loss: 0.5669... Generator Loss: 1.3256 Epoch 3/8... Discriminator Loss: 0.6132... Generator Loss: 1.6192 Epoch 3/8... Discriminator Loss: 0.6639... Generator Loss: 1.1995 Epoch 3/8... Discriminator Loss: 0.9220... Generator Loss: 0.7827 Epoch 3/8... Discriminator Loss: 0.5142... Generator Loss: 1.3659 Epoch 3/8... Discriminator Loss: 1.1741... Generator Loss: 0.5302 Epoch 3/8... Discriminator Loss: 0.2990... Generator Loss: 1.9292 Epoch 3/8... Discriminator Loss: 0.6846... Generator Loss: 1.1490
Epoch 3/8... Discriminator Loss: 0.2898... Generator Loss: 2.2085 Epoch 3/8... Discriminator Loss: 0.9144... Generator Loss: 1.9996 Epoch 3/8... Discriminator Loss: 1.1189... Generator Loss: 2.8204 Epoch 3/8... Discriminator Loss: 0.7004... Generator Loss: 1.2839 Epoch 3/8... Discriminator Loss: 1.4918... Generator Loss: 0.3725 Epoch 3/8... Discriminator Loss: 1.0123... Generator Loss: 0.7174 Epoch 3/8... Discriminator Loss: 0.2349... Generator Loss: 2.1854 Epoch 3/8... Discriminator Loss: 0.8778... Generator Loss: 0.8683 Epoch 3/8... Discriminator Loss: 1.4660... Generator Loss: 0.3748 Epoch 3/8... Discriminator Loss: 0.4081... Generator Loss: 1.9712
Epoch 3/8... Discriminator Loss: 0.7316... Generator Loss: 1.1774 Epoch 3/8... Discriminator Loss: 0.1660... Generator Loss: 6.8085 Epoch 3/8... Discriminator Loss: 0.6781... Generator Loss: 1.4532 Epoch 3/8... Discriminator Loss: 0.6724... Generator Loss: 1.0006 Epoch 3/8... Discriminator Loss: 0.7117... Generator Loss: 1.0890 Epoch 3/8... Discriminator Loss: 0.9881... Generator Loss: 0.8763 Epoch 3/8... Discriminator Loss: 0.6821... Generator Loss: 1.2674 Epoch 3/8... Discriminator Loss: 2.3569... Generator Loss: 0.1665 Epoch 3/8... Discriminator Loss: 0.7096... Generator Loss: 3.3457 Epoch 3/8... Discriminator Loss: 0.5263... Generator Loss: 2.9715
Epoch 3/8... Discriminator Loss: 0.7540... Generator Loss: 0.9685 Epoch 3/8... Discriminator Loss: 0.8664... Generator Loss: 1.5616 Epoch 3/8... Discriminator Loss: 0.5393... Generator Loss: 1.3498 Epoch 3/8... Discriminator Loss: 1.5439... Generator Loss: 0.3746 Epoch 3/8... Discriminator Loss: 0.4526... Generator Loss: 2.1145 Epoch 3/8... Discriminator Loss: 1.3322... Generator Loss: 0.4712 Epoch 3/8... Discriminator Loss: 0.4511... Generator Loss: 1.6790 Epoch 3/8... Discriminator Loss: 0.8779... Generator Loss: 1.2909 Epoch 3/8... Discriminator Loss: 0.5708... Generator Loss: 1.3107 Epoch 3/8... Discriminator Loss: 0.6964... Generator Loss: 1.0218
Epoch 3/8... Discriminator Loss: 1.0859... Generator Loss: 0.5721 Epoch 3/8... Discriminator Loss: 1.7275... Generator Loss: 0.2788 Epoch 3/8... Discriminator Loss: 1.4942... Generator Loss: 0.4225 Epoch 3/8... Discriminator Loss: 0.3695... Generator Loss: 1.7471 Epoch 3/8... Discriminator Loss: 0.4103... Generator Loss: 1.6599 Epoch 3/8... Discriminator Loss: 0.5765... Generator Loss: 1.2153 Epoch 3/8... Discriminator Loss: 0.1501... Generator Loss: 3.0221 Epoch 3/8... Discriminator Loss: 0.7032... Generator Loss: 1.1905 Epoch 3/8... Discriminator Loss: 0.6245... Generator Loss: 1.1064 Epoch 3/8... Discriminator Loss: 0.5968... Generator Loss: 1.1580
Epoch 3/8... Discriminator Loss: 0.7210... Generator Loss: 1.1547 Epoch 3/8... Discriminator Loss: 1.2687... Generator Loss: 2.5704 Epoch 3/8... Discriminator Loss: 0.3490... Generator Loss: 2.2930 Epoch 3/8... Discriminator Loss: 0.6402... Generator Loss: 3.7540 Epoch 3/8... Discriminator Loss: 1.3301... Generator Loss: 0.4386 Epoch 3/8... Discriminator Loss: 0.5904... Generator Loss: 1.1634 Epoch 3/8... Discriminator Loss: 0.8589... Generator Loss: 0.8414 Epoch 3/8... Discriminator Loss: 0.3322... Generator Loss: 2.9782 Epoch 3/8... Discriminator Loss: 0.3562... Generator Loss: 1.7780 Epoch 3/8... Discriminator Loss: 0.2969... Generator Loss: 2.6252
Epoch 3/8... Discriminator Loss: 0.5216... Generator Loss: 1.5506 Epoch 3/8... Discriminator Loss: 0.7148... Generator Loss: 0.9645 Epoch 3/8... Discriminator Loss: 1.6706... Generator Loss: 0.2863 Epoch 3/8... Discriminator Loss: 1.6370... Generator Loss: 0.3325 Epoch 3/8... Discriminator Loss: 0.2985... Generator Loss: 2.0093 Epoch 3/8... Discriminator Loss: 1.6259... Generator Loss: 0.3160 Epoch 3/8... Discriminator Loss: 0.5325... Generator Loss: 1.2072 Epoch 3/8... Discriminator Loss: 1.5859... Generator Loss: 0.3640 Epoch 3/8... Discriminator Loss: 0.7092... Generator Loss: 1.3210 Epoch 3/8... Discriminator Loss: 0.4981... Generator Loss: 1.4983
Epoch 3/8... Discriminator Loss: 0.2744... Generator Loss: 2.0859 Epoch 3/8... Discriminator Loss: 0.6041... Generator Loss: 1.5741 Epoch 3/8... Discriminator Loss: 0.7851... Generator Loss: 0.9886 Epoch 3/8... Discriminator Loss: 0.8705... Generator Loss: 0.7711 Epoch 3/8... Discriminator Loss: 1.3495... Generator Loss: 0.4059 Epoch 3/8... Discriminator Loss: 1.9558... Generator Loss: 0.2766 Epoch 3/8... Discriminator Loss: 0.9024... Generator Loss: 0.7826 Epoch 3/8... Discriminator Loss: 0.3007... Generator Loss: 1.9294 Epoch 3/8... Discriminator Loss: 0.7074... Generator Loss: 1.0827 Epoch 3/8... Discriminator Loss: 0.5539... Generator Loss: 1.1894
Epoch 3/8... Discriminator Loss: 0.1824... Generator Loss: 6.8533 Epoch 3/8... Discriminator Loss: 1.1883... Generator Loss: 3.7291 Epoch 3/8... Discriminator Loss: 0.9041... Generator Loss: 0.7540 Epoch 3/8... Discriminator Loss: 0.4445... Generator Loss: 2.3902 Epoch 3/8... Discriminator Loss: 0.5277... Generator Loss: 2.4698 Epoch 3/8... Discriminator Loss: 0.3104... Generator Loss: 2.2474 Epoch 3/8... Discriminator Loss: 0.7179... Generator Loss: 1.1838 Epoch 3/8... Discriminator Loss: 2.3654... Generator Loss: 0.1436 Epoch 3/8... Discriminator Loss: 1.1185... Generator Loss: 0.7160 Epoch 3/8... Discriminator Loss: 1.0155... Generator Loss: 0.7975
Epoch 3/8... Discriminator Loss: 0.8914... Generator Loss: 1.0279 Epoch 3/8... Discriminator Loss: 1.3610... Generator Loss: 0.4757 Epoch 3/8... Discriminator Loss: 0.6132... Generator Loss: 1.0908 Epoch 3/8... Discriminator Loss: 0.8322... Generator Loss: 0.9194 Epoch 3/8... Discriminator Loss: 0.6780... Generator Loss: 1.2265 Epoch 3/8... Discriminator Loss: 0.5144... Generator Loss: 3.1800 Epoch 3/8... Discriminator Loss: 0.3136... Generator Loss: 3.9658 Epoch 3/8... Discriminator Loss: 0.5571... Generator Loss: 2.2140 Epoch 3/8... Discriminator Loss: 0.7165... Generator Loss: 1.0637 Epoch 3/8... Discriminator Loss: 0.5136... Generator Loss: 1.6640
Epoch 3/8... Discriminator Loss: 0.8793... Generator Loss: 1.2733 Epoch 3/8... Discriminator Loss: 0.9470... Generator Loss: 0.7721 Epoch 3/8... Discriminator Loss: 0.4144... Generator Loss: 1.8087 Epoch 3/8... Discriminator Loss: 0.6741... Generator Loss: 0.9760 Epoch 3/8... Discriminator Loss: 0.3884... Generator Loss: 1.5811 Epoch 3/8... Discriminator Loss: 0.6275... Generator Loss: 2.1289 Epoch 3/8... Discriminator Loss: 1.2727... Generator Loss: 0.5515 Epoch 3/8... Discriminator Loss: 1.4000... Generator Loss: 0.4027 Epoch 3/8... Discriminator Loss: 0.5608... Generator Loss: 1.4809 Epoch 3/8... Discriminator Loss: 0.3326... Generator Loss: 1.7745
Epoch 3/8... Discriminator Loss: 1.7985... Generator Loss: 2.9045 Epoch 3/8... Discriminator Loss: 1.1874... Generator Loss: 0.5633 Epoch 3/8... Discriminator Loss: 0.5843... Generator Loss: 1.4100 Epoch 3/8... Discriminator Loss: 0.9447... Generator Loss: 2.8607 Epoch 3/8... Discriminator Loss: 0.2994... Generator Loss: 4.1314 Epoch 3/8... Discriminator Loss: 1.1829... Generator Loss: 0.7223 Epoch 3/8... Discriminator Loss: 1.0287... Generator Loss: 0.7190 Epoch 3/8... Discriminator Loss: 0.9341... Generator Loss: 0.8978 Epoch 3/8... Discriminator Loss: 2.5318... Generator Loss: 0.1375 Epoch 3/8... Discriminator Loss: 1.2507... Generator Loss: 0.4885
Epoch 3/8... Discriminator Loss: 0.3194... Generator Loss: 2.1729 Epoch 3/8... Discriminator Loss: 0.5836... Generator Loss: 3.2054 Epoch 3/8... Discriminator Loss: 0.4691... Generator Loss: 1.5690 Epoch 3/8... Discriminator Loss: 0.5903... Generator Loss: 1.1627 Epoch 3/8... Discriminator Loss: 1.0485... Generator Loss: 0.6328 Epoch 3/8... Discriminator Loss: 0.1167... Generator Loss: 6.1841 Epoch 3/8... Discriminator Loss: 0.3969... Generator Loss: 1.5937 Epoch 3/8... Discriminator Loss: 1.7520... Generator Loss: 0.2943 Epoch 3/8... Discriminator Loss: 0.7403... Generator Loss: 2.2755 Epoch 3/8... Discriminator Loss: 0.7428... Generator Loss: 1.1663
Epoch 3/8... Discriminator Loss: 0.6381... Generator Loss: 1.2297 Epoch 3/8... Discriminator Loss: 1.1685... Generator Loss: 0.6074 Epoch 3/8... Discriminator Loss: 0.6004... Generator Loss: 1.3490 Epoch 3/8... Discriminator Loss: 0.4848... Generator Loss: 2.1308 Epoch 3/8... Discriminator Loss: 0.6369... Generator Loss: 2.4032 Epoch 3/8... Discriminator Loss: 0.7048... Generator Loss: 1.1201 Epoch 3/8... Discriminator Loss: 0.4666... Generator Loss: 1.4911 Epoch 3/8... Discriminator Loss: 0.3171... Generator Loss: 3.4652 Epoch 3/8... Discriminator Loss: 0.1175... Generator Loss: 4.1321 Epoch 3/8... Discriminator Loss: 0.8126... Generator Loss: 2.1823
Epoch 3/8... Discriminator Loss: 0.5825... Generator Loss: 1.5745 Epoch 3/8... Discriminator Loss: 2.0065... Generator Loss: 0.2508 Epoch 3/8... Discriminator Loss: 0.6678... Generator Loss: 2.3238 Epoch 3/8... Discriminator Loss: 1.0909... Generator Loss: 0.5988 Epoch 3/8... Discriminator Loss: 1.0001... Generator Loss: 0.7148 Epoch 3/8... Discriminator Loss: 0.5461... Generator Loss: 1.1618 Epoch 3/8... Discriminator Loss: 0.6334... Generator Loss: 3.4909 Epoch 3/8... Discriminator Loss: 1.3019... Generator Loss: 0.4459 Epoch 3/8... Discriminator Loss: 0.8866... Generator Loss: 1.1799 Epoch 3/8... Discriminator Loss: 0.5329... Generator Loss: 1.1949
Epoch 3/8... Discriminator Loss: 1.0960... Generator Loss: 0.5766 Epoch 3/8... Discriminator Loss: 1.6368... Generator Loss: 0.3426 Epoch 3/8... Discriminator Loss: 0.7543... Generator Loss: 1.5166 Epoch 3/8... Discriminator Loss: 0.4839... Generator Loss: 1.8667 Epoch 3/8... Discriminator Loss: 0.3959... Generator Loss: 2.2040 Epoch 3/8... Discriminator Loss: 0.6578... Generator Loss: 1.5732 Epoch 3/8... Discriminator Loss: 0.6269... Generator Loss: 1.0382 Epoch 3/8... Discriminator Loss: 0.4804... Generator Loss: 2.1803 Epoch 3/8... Discriminator Loss: 0.8386... Generator Loss: 0.8971 Epoch 3/8... Discriminator Loss: 1.0086... Generator Loss: 0.6215
Epoch 3/8... Discriminator Loss: 0.3779... Generator Loss: 1.4860 Epoch 3/8... Discriminator Loss: 0.9171... Generator Loss: 0.7536 Epoch 3/8... Discriminator Loss: 0.9761... Generator Loss: 0.7938 Epoch 3/8... Discriminator Loss: 0.8796... Generator Loss: 0.8339 Epoch 3/8... Discriminator Loss: 0.6294... Generator Loss: 1.2283 Epoch 3/8... Discriminator Loss: 0.7138... Generator Loss: 1.2110 Epoch 3/8... Discriminator Loss: 0.3392... Generator Loss: 1.7787 Epoch 3/8... Discriminator Loss: 0.8396... Generator Loss: 0.8024 Epoch 3/8... Discriminator Loss: 0.3547... Generator Loss: 2.1002 Epoch 3/8... Discriminator Loss: 1.4591... Generator Loss: 0.3533
Epoch 3/8... Discriminator Loss: 1.5502... Generator Loss: 0.3824 Epoch 3/8... Discriminator Loss: 0.4623... Generator Loss: 1.9822 Epoch 3/8... Discriminator Loss: 0.4840... Generator Loss: 1.7941 Epoch 3/8... Discriminator Loss: 0.6547... Generator Loss: 2.7866 Epoch 3/8... Discriminator Loss: 0.3488... Generator Loss: 1.9198 Epoch 3/8... Discriminator Loss: 0.6925... Generator Loss: 0.9777 Epoch 3/8... Discriminator Loss: 1.6141... Generator Loss: 0.3210 Epoch 3/8... Discriminator Loss: 0.7935... Generator Loss: 0.9611 Epoch 3/8... Discriminator Loss: 0.4438... Generator Loss: 1.8557 Epoch 3/8... Discriminator Loss: 0.9424... Generator Loss: 0.8841
Epoch 3/8... Discriminator Loss: 0.2454... Generator Loss: 2.5438 Epoch 3/8... Discriminator Loss: 0.7345... Generator Loss: 1.8434 Epoch 3/8... Discriminator Loss: 0.8998... Generator Loss: 2.3730 Epoch 3/8... Discriminator Loss: 0.4691... Generator Loss: 1.8981 Epoch 3/8... Discriminator Loss: 0.3731... Generator Loss: 2.6081 Epoch 3/8... Discriminator Loss: 0.4163... Generator Loss: 1.9292 Epoch 3/8... Discriminator Loss: 0.4558... Generator Loss: 2.2115 Epoch 3/8... Discriminator Loss: 0.9243... Generator Loss: 0.7213 Epoch 3/8... Discriminator Loss: 1.5747... Generator Loss: 0.3131 Epoch 3/8... Discriminator Loss: 0.5024... Generator Loss: 1.6760
Epoch 3/8... Discriminator Loss: 0.5880... Generator Loss: 1.3438 Epoch 3/8... Discriminator Loss: 0.5371... Generator Loss: 1.3336 Epoch 3/8... Discriminator Loss: 1.0628... Generator Loss: 1.3159 Epoch 3/8... Discriminator Loss: 0.8639... Generator Loss: 1.0505 Epoch 3/8... Discriminator Loss: 1.4408... Generator Loss: 0.3842 Epoch 3/8... Discriminator Loss: 0.4952... Generator Loss: 1.5013 Epoch 3/8... Discriminator Loss: 1.1344... Generator Loss: 0.5972 Epoch 3/8... Discriminator Loss: 1.5655... Generator Loss: 0.3546 Epoch 3/8... Discriminator Loss: 0.4646... Generator Loss: 1.5755 Epoch 3/8... Discriminator Loss: 1.3102... Generator Loss: 0.5094
Epoch 3/8... Discriminator Loss: 0.5810... Generator Loss: 4.0889 Epoch 3/8... Discriminator Loss: 0.3409... Generator Loss: 2.0642 Epoch 3/8... Discriminator Loss: 0.3136... Generator Loss: 2.0931 Epoch 3/8... Discriminator Loss: 0.7052... Generator Loss: 1.0390 Epoch 3/8... Discriminator Loss: 0.9142... Generator Loss: 0.6956 Epoch 3/8... Discriminator Loss: 0.5024... Generator Loss: 1.8580 Epoch 3/8... Discriminator Loss: 0.3227... Generator Loss: 1.7892 Epoch 3/8... Discriminator Loss: 0.5214... Generator Loss: 1.5026 Epoch 3/8... Discriminator Loss: 0.4127... Generator Loss: 1.5973 Epoch 3/8... Discriminator Loss: 0.2507... Generator Loss: 6.0259
Epoch 3/8... Discriminator Loss: 0.6367... Generator Loss: 2.5831 Epoch 3/8... Discriminator Loss: 0.9951... Generator Loss: 0.6927 Epoch 3/8... Discriminator Loss: 0.5864... Generator Loss: 1.2061 Epoch 3/8... Discriminator Loss: 0.5579... Generator Loss: 2.0467 Epoch 3/8... Discriminator Loss: 0.7165... Generator Loss: 1.0261 Epoch 3/8... Discriminator Loss: 0.7251... Generator Loss: 1.0060 Epoch 3/8... Discriminator Loss: 0.5341... Generator Loss: 1.2131 Epoch 3/8... Discriminator Loss: 0.3822... Generator Loss: 1.7218 Epoch 3/8... Discriminator Loss: 0.5633... Generator Loss: 1.9803 Epoch 3/8... Discriminator Loss: 1.2578... Generator Loss: 0.5257
Epoch 3/8... Discriminator Loss: 0.8463... Generator Loss: 2.8747 Epoch 3/8... Discriminator Loss: 1.2198... Generator Loss: 0.5513 Epoch 3/8... Discriminator Loss: 0.4535... Generator Loss: 3.4394 Epoch 3/8... Discriminator Loss: 0.6257... Generator Loss: 1.2442 Epoch 3/8... Discriminator Loss: 1.7046... Generator Loss: 0.3113 Epoch 3/8... Discriminator Loss: 0.8294... Generator Loss: 1.1554 Epoch 3/8... Discriminator Loss: 0.4143... Generator Loss: 2.2222 Epoch 3/8... Discriminator Loss: 0.6712... Generator Loss: 2.1489 Epoch 3/8... Discriminator Loss: 0.1125... Generator Loss: 4.0139 Epoch 3/8... Discriminator Loss: 0.5635... Generator Loss: 1.1942
Epoch 3/8... Discriminator Loss: 0.7836... Generator Loss: 1.0703 Epoch 3/8... Discriminator Loss: 0.7246... Generator Loss: 1.4233 Epoch 3/8... Discriminator Loss: 1.0963... Generator Loss: 1.4451 Epoch 3/8... Discriminator Loss: 0.6180... Generator Loss: 1.1471 Epoch 3/8... Discriminator Loss: 0.8638... Generator Loss: 0.8717 Epoch 3/8... Discriminator Loss: 0.8489... Generator Loss: 1.1427 Epoch 3/8... Discriminator Loss: 0.8981... Generator Loss: 1.1188 Epoch 3/8... Discriminator Loss: 0.4686... Generator Loss: 2.1161 Epoch 3/8... Discriminator Loss: 0.5765... Generator Loss: 1.3506 Epoch 3/8... Discriminator Loss: 0.9532... Generator Loss: 0.7668
Epoch 3/8... Discriminator Loss: 1.4583... Generator Loss: 0.4406 Epoch 3/8... Discriminator Loss: 0.5342... Generator Loss: 1.2874 Epoch 3/8... Discriminator Loss: 1.3982... Generator Loss: 2.8831 Epoch 3/8... Discriminator Loss: 0.3156... Generator Loss: 3.4327 Epoch 3/8... Discriminator Loss: 1.5749... Generator Loss: 0.3250 Epoch 3/8... Discriminator Loss: 0.5445... Generator Loss: 1.6874 Epoch 3/8... Discriminator Loss: 1.8153... Generator Loss: 0.2842 Epoch 3/8... Discriminator Loss: 1.4535... Generator Loss: 0.4119 Epoch 3/8... Discriminator Loss: 0.8195... Generator Loss: 2.6813 Epoch 3/8... Discriminator Loss: 0.5307... Generator Loss: 1.4542
Epoch 3/8... Discriminator Loss: 0.2661... Generator Loss: 3.2352 Epoch 3/8... Discriminator Loss: 0.3946... Generator Loss: 1.8439 Epoch 3/8... Discriminator Loss: 0.9874... Generator Loss: 2.2459 Epoch 3/8... Discriminator Loss: 0.6987... Generator Loss: 1.0148 Epoch 3/8... Discriminator Loss: 1.3100... Generator Loss: 0.5071 Epoch 3/8... Discriminator Loss: 0.4712... Generator Loss: 1.4987 Epoch 3/8... Discriminator Loss: 2.1688... Generator Loss: 0.2114 Epoch 3/8... Discriminator Loss: 2.0449... Generator Loss: 0.2001 Epoch 3/8... Discriminator Loss: 1.2636... Generator Loss: 0.4800 Epoch 3/8... Discriminator Loss: 1.0110... Generator Loss: 0.7702
Epoch 3/8... Discriminator Loss: 1.4126... Generator Loss: 2.0236 Epoch 3/8... Discriminator Loss: 1.0501... Generator Loss: 2.5466 Epoch 3/8... Discriminator Loss: 0.9388... Generator Loss: 1.5100 Epoch 3/8... Discriminator Loss: 0.4740... Generator Loss: 1.3523 Epoch 3/8... Discriminator Loss: 0.9362... Generator Loss: 0.7364 Epoch 3/8... Discriminator Loss: 0.8704... Generator Loss: 1.0551 Epoch 3/8... Discriminator Loss: 0.8476... Generator Loss: 0.8894 Epoch 3/8... Discriminator Loss: 0.4579... Generator Loss: 3.9026 Epoch 3/8... Discriminator Loss: 0.6633... Generator Loss: 1.1021 Epoch 3/8... Discriminator Loss: 0.3383... Generator Loss: 2.2045
Epoch 3/8... Discriminator Loss: 0.7781... Generator Loss: 1.0583 Epoch 3/8... Discriminator Loss: 0.1061... Generator Loss: 4.4198 Epoch 3/8... Discriminator Loss: 0.3518... Generator Loss: 2.0216 Epoch 3/8... Discriminator Loss: 0.6190... Generator Loss: 1.3426 Epoch 3/8... Discriminator Loss: 1.3287... Generator Loss: 0.4573 Epoch 3/8... Discriminator Loss: 0.7030... Generator Loss: 0.9775 Epoch 3/8... Discriminator Loss: 1.1412... Generator Loss: 0.5359 Epoch 3/8... Discriminator Loss: 1.3385... Generator Loss: 0.4444 Epoch 3/8... Discriminator Loss: 0.5540... Generator Loss: 1.2885 Epoch 3/8... Discriminator Loss: 1.5532... Generator Loss: 0.3762
Epoch 3/8... Discriminator Loss: 1.0240... Generator Loss: 0.7310 Epoch 3/8... Discriminator Loss: 0.9345... Generator Loss: 1.0446 Epoch 3/8... Discriminator Loss: 0.3249... Generator Loss: 2.1631 Epoch 3/8... Discriminator Loss: 1.6903... Generator Loss: 0.3087 Epoch 3/8... Discriminator Loss: 0.2922... Generator Loss: 2.0175 Epoch 3/8... Discriminator Loss: 1.2280... Generator Loss: 0.4741 Epoch 3/8... Discriminator Loss: 0.2288... Generator Loss: 2.5512 Epoch 3/8... Discriminator Loss: 1.3202... Generator Loss: 0.4701 Epoch 3/8... Discriminator Loss: 0.7716... Generator Loss: 1.1559 Epoch 4/8... Discriminator Loss: 1.5247... Generator Loss: 0.3464
Epoch 4/8... Discriminator Loss: 0.7782... Generator Loss: 1.0267 Epoch 4/8... Discriminator Loss: 1.3289... Generator Loss: 0.4760 Epoch 4/8... Discriminator Loss: 0.7531... Generator Loss: 0.9813 Epoch 4/8... Discriminator Loss: 0.6151... Generator Loss: 1.4328 Epoch 4/8... Discriminator Loss: 1.6198... Generator Loss: 0.3330 Epoch 4/8... Discriminator Loss: 0.4897... Generator Loss: 1.5436 Epoch 4/8... Discriminator Loss: 0.6312... Generator Loss: 1.1387 Epoch 4/8... Discriminator Loss: 0.8650... Generator Loss: 1.0120 Epoch 4/8... Discriminator Loss: 1.3543... Generator Loss: 0.4700 Epoch 4/8... Discriminator Loss: 0.2301... Generator Loss: 2.0525
Epoch 4/8... Discriminator Loss: 0.3746... Generator Loss: 1.8879 Epoch 4/8... Discriminator Loss: 0.2046... Generator Loss: 2.6556 Epoch 4/8... Discriminator Loss: 0.3390... Generator Loss: 2.0408 Epoch 4/8... Discriminator Loss: 0.6443... Generator Loss: 1.0249 Epoch 4/8... Discriminator Loss: 0.8873... Generator Loss: 0.7219 Epoch 4/8... Discriminator Loss: 0.3384... Generator Loss: 3.8789 Epoch 4/8... Discriminator Loss: 2.4687... Generator Loss: 0.1836 Epoch 4/8... Discriminator Loss: 1.3873... Generator Loss: 0.4835 Epoch 4/8... Discriminator Loss: 1.2021... Generator Loss: 0.7042 Epoch 4/8... Discriminator Loss: 0.9960... Generator Loss: 0.8946
Epoch 4/8... Discriminator Loss: 1.0705... Generator Loss: 2.8134 Epoch 4/8... Discriminator Loss: 0.5851... Generator Loss: 2.0591 Epoch 4/8... Discriminator Loss: 1.0248... Generator Loss: 0.8284 Epoch 4/8... Discriminator Loss: 1.7386... Generator Loss: 0.2913 Epoch 4/8... Discriminator Loss: 0.3574... Generator Loss: 3.4933 Epoch 4/8... Discriminator Loss: 0.6721... Generator Loss: 1.8964 Epoch 4/8... Discriminator Loss: 0.5214... Generator Loss: 2.3562 Epoch 4/8... Discriminator Loss: 0.8017... Generator Loss: 1.1449 Epoch 4/8... Discriminator Loss: 1.0301... Generator Loss: 0.6767 Epoch 4/8... Discriminator Loss: 0.5009... Generator Loss: 1.8742
Epoch 4/8... Discriminator Loss: 0.3649... Generator Loss: 1.8924 Epoch 4/8... Discriminator Loss: 0.6144... Generator Loss: 4.9391 Epoch 4/8... Discriminator Loss: 0.3958... Generator Loss: 3.3891 Epoch 4/8... Discriminator Loss: 0.3275... Generator Loss: 1.7777 Epoch 4/8... Discriminator Loss: 1.2159... Generator Loss: 0.5716 Epoch 4/8... Discriminator Loss: 0.8684... Generator Loss: 0.8452 Epoch 4/8... Discriminator Loss: 0.7250... Generator Loss: 1.1042 Epoch 4/8... Discriminator Loss: 2.1115... Generator Loss: 0.2036 Epoch 4/8... Discriminator Loss: 0.8438... Generator Loss: 0.9328 Epoch 4/8... Discriminator Loss: 0.7294... Generator Loss: 0.9489
Epoch 4/8... Discriminator Loss: 1.3724... Generator Loss: 0.4884 Epoch 4/8... Discriminator Loss: 1.2075... Generator Loss: 0.5806 Epoch 4/8... Discriminator Loss: 0.6594... Generator Loss: 1.5334 Epoch 4/8... Discriminator Loss: 0.5211... Generator Loss: 1.6380 Epoch 4/8... Discriminator Loss: 0.4286... Generator Loss: 1.7043 Epoch 4/8... Discriminator Loss: 0.8637... Generator Loss: 0.7950 Epoch 4/8... Discriminator Loss: 0.5035... Generator Loss: 1.4192 Epoch 4/8... Discriminator Loss: 0.4816... Generator Loss: 1.6326 Epoch 4/8... Discriminator Loss: 1.2254... Generator Loss: 0.5542 Epoch 4/8... Discriminator Loss: 0.9923... Generator Loss: 0.6989
Epoch 4/8... Discriminator Loss: 0.4242... Generator Loss: 3.3224 Epoch 4/8... Discriminator Loss: 1.0412... Generator Loss: 0.9837 Epoch 4/8... Discriminator Loss: 0.4957... Generator Loss: 1.5803 Epoch 4/8... Discriminator Loss: 0.5663... Generator Loss: 1.2529 Epoch 4/8... Discriminator Loss: 0.8237... Generator Loss: 1.5946 Epoch 4/8... Discriminator Loss: 1.5314... Generator Loss: 0.3869 Epoch 4/8... Discriminator Loss: 0.6505... Generator Loss: 1.0601 Epoch 4/8... Discriminator Loss: 1.1700... Generator Loss: 0.5075 Epoch 4/8... Discriminator Loss: 0.4991... Generator Loss: 2.3403 Epoch 4/8... Discriminator Loss: 0.7103... Generator Loss: 1.4297
Epoch 4/8... Discriminator Loss: 0.6638... Generator Loss: 2.8991 Epoch 4/8... Discriminator Loss: 0.6631... Generator Loss: 1.1631 Epoch 4/8... Discriminator Loss: 1.0930... Generator Loss: 0.6196 Epoch 4/8... Discriminator Loss: 0.8085... Generator Loss: 3.1901 Epoch 4/8... Discriminator Loss: 0.6822... Generator Loss: 1.0484 Epoch 4/8... Discriminator Loss: 0.2891... Generator Loss: 2.4131 Epoch 4/8... Discriminator Loss: 0.6822... Generator Loss: 1.3694 Epoch 4/8... Discriminator Loss: 0.6393... Generator Loss: 1.2637 Epoch 4/8... Discriminator Loss: 2.1977... Generator Loss: 0.1735 Epoch 4/8... Discriminator Loss: 0.7604... Generator Loss: 0.9917
Epoch 4/8... Discriminator Loss: 0.9274... Generator Loss: 0.8199 Epoch 4/8... Discriminator Loss: 0.2248... Generator Loss: 2.0862 Epoch 4/8... Discriminator Loss: 0.4942... Generator Loss: 1.5027 Epoch 4/8... Discriminator Loss: 0.2121... Generator Loss: 3.2902 Epoch 4/8... Discriminator Loss: 2.0665... Generator Loss: 0.2380 Epoch 4/8... Discriminator Loss: 0.9203... Generator Loss: 3.1362 Epoch 4/8... Discriminator Loss: 1.0710... Generator Loss: 0.6027 Epoch 4/8... Discriminator Loss: 0.4463... Generator Loss: 1.6927 Epoch 4/8... Discriminator Loss: 0.5707... Generator Loss: 1.5325 Epoch 4/8... Discriminator Loss: 0.3924... Generator Loss: 1.4963
Epoch 4/8... Discriminator Loss: 0.6249... Generator Loss: 1.6719 Epoch 4/8... Discriminator Loss: 0.2868... Generator Loss: 2.0314 Epoch 4/8... Discriminator Loss: 0.3857... Generator Loss: 2.7323 Epoch 4/8... Discriminator Loss: 0.7354... Generator Loss: 1.0267 Epoch 4/8... Discriminator Loss: 1.3475... Generator Loss: 0.4928 Epoch 4/8... Discriminator Loss: 0.6653... Generator Loss: 2.8133 Epoch 4/8... Discriminator Loss: 0.4653... Generator Loss: 1.8027 Epoch 4/8... Discriminator Loss: 0.8548... Generator Loss: 0.8062 Epoch 4/8... Discriminator Loss: 0.6874... Generator Loss: 0.9415 Epoch 4/8... Discriminator Loss: 0.1844... Generator Loss: 3.0290
Epoch 4/8... Discriminator Loss: 0.8398... Generator Loss: 0.8715 Epoch 4/8... Discriminator Loss: 0.4892... Generator Loss: 1.5448 Epoch 4/8... Discriminator Loss: 0.3381... Generator Loss: 2.4826 Epoch 4/8... Discriminator Loss: 0.7287... Generator Loss: 2.6472 Epoch 4/8... Discriminator Loss: 0.9897... Generator Loss: 0.6700 Epoch 4/8... Discriminator Loss: 0.8314... Generator Loss: 1.2007 Epoch 4/8... Discriminator Loss: 0.8325... Generator Loss: 0.8891 Epoch 4/8... Discriminator Loss: 0.3967... Generator Loss: 1.9950 Epoch 4/8... Discriminator Loss: 1.4505... Generator Loss: 0.3668 Epoch 4/8... Discriminator Loss: 0.6007... Generator Loss: 1.5183
Epoch 4/8... Discriminator Loss: 0.1975... Generator Loss: 2.5886 Epoch 4/8... Discriminator Loss: 2.8736... Generator Loss: 0.1134 Epoch 4/8... Discriminator Loss: 1.0996... Generator Loss: 0.6079 Epoch 4/8... Discriminator Loss: 0.6020... Generator Loss: 1.3762 Epoch 4/8... Discriminator Loss: 0.7974... Generator Loss: 1.3296 Epoch 4/8... Discriminator Loss: 1.2229... Generator Loss: 0.6279 Epoch 4/8... Discriminator Loss: 0.4893... Generator Loss: 1.5615 Epoch 4/8... Discriminator Loss: 1.2215... Generator Loss: 0.5615 Epoch 4/8... Discriminator Loss: 0.9866... Generator Loss: 0.8355 Epoch 4/8... Discriminator Loss: 0.8129... Generator Loss: 1.2224
Epoch 4/8... Discriminator Loss: 0.3737... Generator Loss: 2.0350 Epoch 4/8... Discriminator Loss: 0.5124... Generator Loss: 1.3187 Epoch 4/8... Discriminator Loss: 0.2230... Generator Loss: 2.8549 Epoch 4/8... Discriminator Loss: 1.0267... Generator Loss: 1.5513 Epoch 4/8... Discriminator Loss: 0.5681... Generator Loss: 1.2807 Epoch 4/8... Discriminator Loss: 1.6469... Generator Loss: 0.3166 Epoch 4/8... Discriminator Loss: 1.0468... Generator Loss: 0.6072 Epoch 4/8... Discriminator Loss: 0.6124... Generator Loss: 1.2999 Epoch 4/8... Discriminator Loss: 0.2583... Generator Loss: 2.4306 Epoch 4/8... Discriminator Loss: 0.0965... Generator Loss: 3.8185
Epoch 4/8... Discriminator Loss: 1.6565... Generator Loss: 0.3147 Epoch 4/8... Discriminator Loss: 0.3728... Generator Loss: 2.0759 Epoch 4/8... Discriminator Loss: 1.0206... Generator Loss: 1.0260 Epoch 4/8... Discriminator Loss: 0.4089... Generator Loss: 1.7150 Epoch 4/8... Discriminator Loss: 0.5759... Generator Loss: 1.5385 Epoch 4/8... Discriminator Loss: 2.2269... Generator Loss: 0.2794 Epoch 4/8... Discriminator Loss: 0.5695... Generator Loss: 1.5984 Epoch 4/8... Discriminator Loss: 0.6838... Generator Loss: 2.1208 Epoch 4/8... Discriminator Loss: 1.5972... Generator Loss: 0.3236 Epoch 4/8... Discriminator Loss: 0.3715... Generator Loss: 2.7819
Epoch 4/8... Discriminator Loss: 0.3067... Generator Loss: 2.3483 Epoch 4/8... Discriminator Loss: 0.4931... Generator Loss: 1.7600 Epoch 4/8... Discriminator Loss: 1.3434... Generator Loss: 0.5198 Epoch 4/8... Discriminator Loss: 0.2916... Generator Loss: 2.3367 Epoch 4/8... Discriminator Loss: 0.2870... Generator Loss: 1.9897 Epoch 4/8... Discriminator Loss: 0.9036... Generator Loss: 0.8537 Epoch 4/8... Discriminator Loss: 0.2417... Generator Loss: 3.9247 Epoch 4/8... Discriminator Loss: 0.7524... Generator Loss: 1.0150 Epoch 4/8... Discriminator Loss: 0.6914... Generator Loss: 2.0720 Epoch 4/8... Discriminator Loss: 1.2657... Generator Loss: 0.5994
Epoch 4/8... Discriminator Loss: 1.6015... Generator Loss: 0.3757 Epoch 4/8... Discriminator Loss: 1.1381... Generator Loss: 0.6756 Epoch 4/8... Discriminator Loss: 0.7244... Generator Loss: 2.3769 Epoch 4/8... Discriminator Loss: 0.7320... Generator Loss: 1.6521 Epoch 4/8... Discriminator Loss: 0.9676... Generator Loss: 0.7560 Epoch 4/8... Discriminator Loss: 0.7941... Generator Loss: 0.9405 Epoch 4/8... Discriminator Loss: 0.7444... Generator Loss: 1.1074 Epoch 4/8... Discriminator Loss: 0.5112... Generator Loss: 1.3653 Epoch 4/8... Discriminator Loss: 0.6931... Generator Loss: 1.5340 Epoch 4/8... Discriminator Loss: 0.3757... Generator Loss: 3.2016
Epoch 4/8... Discriminator Loss: 0.6360... Generator Loss: 1.2004 Epoch 4/8... Discriminator Loss: 0.7503... Generator Loss: 0.9035 Epoch 4/8... Discriminator Loss: 0.5680... Generator Loss: 1.1886 Epoch 4/8... Discriminator Loss: 0.7671... Generator Loss: 0.9377 Epoch 4/8... Discriminator Loss: 0.7694... Generator Loss: 1.0002 Epoch 4/8... Discriminator Loss: 1.8951... Generator Loss: 0.2448 Epoch 4/8... Discriminator Loss: 1.8145... Generator Loss: 0.2921 Epoch 4/8... Discriminator Loss: 0.8394... Generator Loss: 2.3422 Epoch 4/8... Discriminator Loss: 0.5109... Generator Loss: 1.5680 Epoch 4/8... Discriminator Loss: 0.4622... Generator Loss: 2.0417
Epoch 4/8... Discriminator Loss: 0.3783... Generator Loss: 1.8471 Epoch 4/8... Discriminator Loss: 1.4285... Generator Loss: 0.4039 Epoch 4/8... Discriminator Loss: 0.5202... Generator Loss: 2.2268 Epoch 4/8... Discriminator Loss: 0.6024... Generator Loss: 1.1820 Epoch 4/8... Discriminator Loss: 0.4663... Generator Loss: 1.3891 Epoch 4/8... Discriminator Loss: 0.3501... Generator Loss: 2.0839 Epoch 4/8... Discriminator Loss: 0.6179... Generator Loss: 1.9790 Epoch 4/8... Discriminator Loss: 2.2066... Generator Loss: 0.2534 Epoch 4/8... Discriminator Loss: 1.8546... Generator Loss: 0.2593 Epoch 4/8... Discriminator Loss: 0.5681... Generator Loss: 1.4322
Epoch 4/8... Discriminator Loss: 2.2001... Generator Loss: 0.1686 Epoch 4/8... Discriminator Loss: 1.1744... Generator Loss: 0.5303 Epoch 4/8... Discriminator Loss: 1.1017... Generator Loss: 0.6535 Epoch 4/8... Discriminator Loss: 0.8666... Generator Loss: 0.8494 Epoch 4/8... Discriminator Loss: 0.6624... Generator Loss: 1.0132 Epoch 4/8... Discriminator Loss: 2.5384... Generator Loss: 0.1483 Epoch 4/8... Discriminator Loss: 0.7295... Generator Loss: 0.9991 Epoch 4/8... Discriminator Loss: 0.8311... Generator Loss: 0.8633 Epoch 4/8... Discriminator Loss: 1.0368... Generator Loss: 0.6809 Epoch 4/8... Discriminator Loss: 1.3165... Generator Loss: 0.4584
Epoch 4/8... Discriminator Loss: 0.6349... Generator Loss: 1.0193 Epoch 4/8... Discriminator Loss: 1.5638... Generator Loss: 0.3729 Epoch 4/8... Discriminator Loss: 0.3679... Generator Loss: 1.9136 Epoch 4/8... Discriminator Loss: 0.8339... Generator Loss: 0.8413 Epoch 4/8... Discriminator Loss: 0.6467... Generator Loss: 1.3573 Epoch 4/8... Discriminator Loss: 1.7521... Generator Loss: 0.3168 Epoch 4/8... Discriminator Loss: 0.6532... Generator Loss: 0.9974 Epoch 4/8... Discriminator Loss: 0.6580... Generator Loss: 1.1347 Epoch 4/8... Discriminator Loss: 0.7080... Generator Loss: 1.0890 Epoch 4/8... Discriminator Loss: 0.7567... Generator Loss: 3.6917
Epoch 4/8... Discriminator Loss: 0.2527... Generator Loss: 2.2538 Epoch 4/8... Discriminator Loss: 0.3102... Generator Loss: 2.0204 Epoch 4/8... Discriminator Loss: 0.9028... Generator Loss: 0.7259 Epoch 4/8... Discriminator Loss: 0.7003... Generator Loss: 2.8347 Epoch 4/8... Discriminator Loss: 0.7789... Generator Loss: 0.9071 Epoch 4/8... Discriminator Loss: 0.2785... Generator Loss: 2.1296 Epoch 4/8... Discriminator Loss: 0.8001... Generator Loss: 0.8202 Epoch 4/8... Discriminator Loss: 0.8661... Generator Loss: 1.4999 Epoch 4/8... Discriminator Loss: 0.6962... Generator Loss: 1.0890 Epoch 4/8... Discriminator Loss: 0.5394... Generator Loss: 1.3748
Epoch 4/8... Discriminator Loss: 0.5557... Generator Loss: 1.4284 Epoch 4/8... Discriminator Loss: 1.4543... Generator Loss: 3.5797 Epoch 4/8... Discriminator Loss: 0.5916... Generator Loss: 1.2498 Epoch 4/8... Discriminator Loss: 1.6282... Generator Loss: 0.3330 Epoch 4/8... Discriminator Loss: 0.3809... Generator Loss: 1.7820 Epoch 4/8... Discriminator Loss: 0.7551... Generator Loss: 2.5127 Epoch 4/8... Discriminator Loss: 2.3028... Generator Loss: 0.1476 Epoch 4/8... Discriminator Loss: 0.7322... Generator Loss: 1.0489 Epoch 4/8... Discriminator Loss: 1.2114... Generator Loss: 1.4209 Epoch 4/8... Discriminator Loss: 0.6270... Generator Loss: 1.1598
Epoch 4/8... Discriminator Loss: 0.2428... Generator Loss: 4.2035 Epoch 4/8... Discriminator Loss: 0.4439... Generator Loss: 1.5944 Epoch 4/8... Discriminator Loss: 1.4247... Generator Loss: 0.4312 Epoch 4/8... Discriminator Loss: 0.8359... Generator Loss: 1.1421 Epoch 4/8... Discriminator Loss: 1.0925... Generator Loss: 0.5508 Epoch 4/8... Discriminator Loss: 0.7767... Generator Loss: 0.8916 Epoch 4/8... Discriminator Loss: 0.3577... Generator Loss: 1.9098 Epoch 4/8... Discriminator Loss: 0.8927... Generator Loss: 0.7963 Epoch 4/8... Discriminator Loss: 0.5953... Generator Loss: 1.3945 Epoch 4/8... Discriminator Loss: 1.1617... Generator Loss: 0.5259
Epoch 4/8... Discriminator Loss: 0.6840... Generator Loss: 1.0147 Epoch 4/8... Discriminator Loss: 0.7697... Generator Loss: 1.0569 Epoch 4/8... Discriminator Loss: 1.5833... Generator Loss: 0.4638 Epoch 4/8... Discriminator Loss: 0.1153... Generator Loss: 4.6910 Epoch 4/8... Discriminator Loss: 0.6187... Generator Loss: 1.5416 Epoch 4/8... Discriminator Loss: 0.6820... Generator Loss: 0.9302 Epoch 4/8... Discriminator Loss: 0.6928... Generator Loss: 1.0945 Epoch 4/8... Discriminator Loss: 0.3225... Generator Loss: 2.1909 Epoch 4/8... Discriminator Loss: 0.7242... Generator Loss: 2.0399 Epoch 4/8... Discriminator Loss: 0.6008... Generator Loss: 1.6356
Epoch 4/8... Discriminator Loss: 0.8171... Generator Loss: 0.8957 Epoch 4/8... Discriminator Loss: 0.3902... Generator Loss: 1.8607 Epoch 4/8... Discriminator Loss: 0.7004... Generator Loss: 1.4144 Epoch 4/8... Discriminator Loss: 1.8421... Generator Loss: 0.2922 Epoch 4/8... Discriminator Loss: 0.4612... Generator Loss: 1.6061 Epoch 4/8... Discriminator Loss: 0.3118... Generator Loss: 4.2180 Epoch 4/8... Discriminator Loss: 1.8332... Generator Loss: 0.2575 Epoch 4/8... Discriminator Loss: 0.5980... Generator Loss: 1.3232 Epoch 4/8... Discriminator Loss: 0.5344... Generator Loss: 2.4193 Epoch 4/8... Discriminator Loss: 0.4404... Generator Loss: 1.8366
Epoch 4/8... Discriminator Loss: 0.5423... Generator Loss: 1.8763 Epoch 4/8... Discriminator Loss: 0.4940... Generator Loss: 1.7266 Epoch 4/8... Discriminator Loss: 0.8191... Generator Loss: 0.7687 Epoch 4/8... Discriminator Loss: 0.9579... Generator Loss: 0.7761 Epoch 4/8... Discriminator Loss: 0.5971... Generator Loss: 1.3493 Epoch 4/8... Discriminator Loss: 0.5703... Generator Loss: 2.1202 Epoch 4/8... Discriminator Loss: 0.4438... Generator Loss: 1.6029 Epoch 4/8... Discriminator Loss: 0.5914... Generator Loss: 1.8930 Epoch 4/8... Discriminator Loss: 0.8305... Generator Loss: 0.8083 Epoch 4/8... Discriminator Loss: 0.5600... Generator Loss: 1.4267
Epoch 4/8... Discriminator Loss: 1.8587... Generator Loss: 0.3047 Epoch 4/8... Discriminator Loss: 1.2387... Generator Loss: 0.5253 Epoch 4/8... Discriminator Loss: 0.4363... Generator Loss: 1.6687 Epoch 4/8... Discriminator Loss: 0.6460... Generator Loss: 1.2983 Epoch 4/8... Discriminator Loss: 0.2147... Generator Loss: 2.6539 Epoch 4/8... Discriminator Loss: 0.8046... Generator Loss: 0.8964 Epoch 4/8... Discriminator Loss: 0.7714... Generator Loss: 1.4797 Epoch 4/8... Discriminator Loss: 0.7232... Generator Loss: 1.0186 Epoch 4/8... Discriminator Loss: 1.2268... Generator Loss: 0.5372 Epoch 4/8... Discriminator Loss: 0.6289... Generator Loss: 1.2185
Epoch 4/8... Discriminator Loss: 0.6845... Generator Loss: 1.1340 Epoch 4/8... Discriminator Loss: 1.3869... Generator Loss: 0.4073 Epoch 4/8... Discriminator Loss: 1.4258... Generator Loss: 0.4155 Epoch 4/8... Discriminator Loss: 0.8686... Generator Loss: 0.8270 Epoch 4/8... Discriminator Loss: 1.5672... Generator Loss: 0.3813 Epoch 4/8... Discriminator Loss: 0.4787... Generator Loss: 1.5828 Epoch 4/8... Discriminator Loss: 0.7810... Generator Loss: 1.0228 Epoch 4/8... Discriminator Loss: 1.4658... Generator Loss: 0.4593 Epoch 4/8... Discriminator Loss: 0.5176... Generator Loss: 1.7704 Epoch 4/8... Discriminator Loss: 1.0849... Generator Loss: 0.6781
Epoch 4/8... Discriminator Loss: 0.8881... Generator Loss: 0.9327 Epoch 4/8... Discriminator Loss: 0.9538... Generator Loss: 0.7060 Epoch 4/8... Discriminator Loss: 1.5832... Generator Loss: 0.3825 Epoch 4/8... Discriminator Loss: 0.5084... Generator Loss: 1.6632 Epoch 4/8... Discriminator Loss: 0.6550... Generator Loss: 1.1216 Epoch 4/8... Discriminator Loss: 0.6831... Generator Loss: 1.1977 Epoch 4/8... Discriminator Loss: 0.5551... Generator Loss: 2.3732 Epoch 4/8... Discriminator Loss: 0.8081... Generator Loss: 1.1762 Epoch 4/8... Discriminator Loss: 0.5494... Generator Loss: 2.1208 Epoch 4/8... Discriminator Loss: 0.3432... Generator Loss: 2.9445
Epoch 4/8... Discriminator Loss: 0.7565... Generator Loss: 1.1905 Epoch 4/8... Discriminator Loss: 0.9742... Generator Loss: 0.6709 Epoch 4/8... Discriminator Loss: 1.1665... Generator Loss: 0.5571 Epoch 4/8... Discriminator Loss: 0.9251... Generator Loss: 0.9831 Epoch 4/8... Discriminator Loss: 0.7392... Generator Loss: 1.2430 Epoch 4/8... Discriminator Loss: 0.8564... Generator Loss: 1.4361 Epoch 4/8... Discriminator Loss: 1.4266... Generator Loss: 0.4323 Epoch 4/8... Discriminator Loss: 1.7236... Generator Loss: 0.3530 Epoch 4/8... Discriminator Loss: 1.8977... Generator Loss: 0.2435 Epoch 4/8... Discriminator Loss: 0.6955... Generator Loss: 1.2387
Epoch 4/8... Discriminator Loss: 0.7590... Generator Loss: 0.9617 Epoch 4/8... Discriminator Loss: 0.8919... Generator Loss: 0.7708 Epoch 4/8... Discriminator Loss: 0.7213... Generator Loss: 1.0003 Epoch 4/8... Discriminator Loss: 0.9262... Generator Loss: 1.0937 Epoch 4/8... Discriminator Loss: 0.4583... Generator Loss: 1.4932 Epoch 4/8... Discriminator Loss: 0.4395... Generator Loss: 1.6611 Epoch 4/8... Discriminator Loss: 0.4845... Generator Loss: 1.5740 Epoch 4/8... Discriminator Loss: 0.7723... Generator Loss: 1.0139 Epoch 4/8... Discriminator Loss: 1.1716... Generator Loss: 0.5587 Epoch 4/8... Discriminator Loss: 0.8126... Generator Loss: 0.9174
Epoch 4/8... Discriminator Loss: 0.5495... Generator Loss: 1.2025 Epoch 4/8... Discriminator Loss: 1.2914... Generator Loss: 0.4361 Epoch 4/8... Discriminator Loss: 0.7521... Generator Loss: 1.6803 Epoch 4/8... Discriminator Loss: 0.6113... Generator Loss: 1.2580 Epoch 4/8... Discriminator Loss: 0.5991... Generator Loss: 1.5191 Epoch 4/8... Discriminator Loss: 1.6860... Generator Loss: 0.3636 Epoch 4/8... Discriminator Loss: 1.0033... Generator Loss: 0.6387 Epoch 4/8... Discriminator Loss: 1.0726... Generator Loss: 2.2973 Epoch 4/8... Discriminator Loss: 0.7778... Generator Loss: 1.0835 Epoch 4/8... Discriminator Loss: 0.6699... Generator Loss: 1.5637
Epoch 4/8... Discriminator Loss: 0.7848... Generator Loss: 0.9796 Epoch 4/8... Discriminator Loss: 0.8929... Generator Loss: 0.7183 Epoch 4/8... Discriminator Loss: 0.5802... Generator Loss: 1.3253 Epoch 4/8... Discriminator Loss: 0.6471... Generator Loss: 1.1509 Epoch 4/8... Discriminator Loss: 0.8854... Generator Loss: 0.7870 Epoch 4/8... Discriminator Loss: 0.5427... Generator Loss: 1.4398 Train more 2 epochs? [y/n]y Epoch 5/8... Discriminator Loss: 0.6099... Generator Loss: 1.7617 Epoch 5/8... Discriminator Loss: 1.7703... Generator Loss: 1.0508 Epoch 5/8... Discriminator Loss: 0.5815... Generator Loss: 1.4891 Epoch 5/8... Discriminator Loss: 0.8233... Generator Loss: 1.0684
Epoch 5/8... Discriminator Loss: 1.1217... Generator Loss: 0.5720 Epoch 5/8... Discriminator Loss: 0.7752... Generator Loss: 0.8800 Epoch 5/8... Discriminator Loss: 1.0668... Generator Loss: 0.6167 Epoch 5/8... Discriminator Loss: 1.6085... Generator Loss: 0.3299 Epoch 5/8... Discriminator Loss: 0.6256... Generator Loss: 1.3660 Epoch 5/8... Discriminator Loss: 1.4508... Generator Loss: 0.4052 Epoch 5/8... Discriminator Loss: 0.5371... Generator Loss: 1.3255 Epoch 5/8... Discriminator Loss: 0.8880... Generator Loss: 0.8368 Epoch 5/8... Discriminator Loss: 0.8330... Generator Loss: 0.8193 Epoch 5/8... Discriminator Loss: 0.1409... Generator Loss: 4.5026
Epoch 5/8... Discriminator Loss: 0.7475... Generator Loss: 1.2193 Epoch 5/8... Discriminator Loss: 1.0467... Generator Loss: 0.6242 Epoch 5/8... Discriminator Loss: 0.6164... Generator Loss: 1.2962 Epoch 5/8... Discriminator Loss: 1.0382... Generator Loss: 0.6390 Epoch 5/8... Discriminator Loss: 0.4537... Generator Loss: 1.9689 Epoch 5/8... Discriminator Loss: 1.2317... Generator Loss: 0.5202 Epoch 5/8... Discriminator Loss: 0.7239... Generator Loss: 1.9133 Epoch 5/8... Discriminator Loss: 1.3532... Generator Loss: 0.4248 Epoch 5/8... Discriminator Loss: 0.6391... Generator Loss: 2.2983 Epoch 5/8... Discriminator Loss: 0.5463... Generator Loss: 1.7385
Epoch 5/8... Discriminator Loss: 0.6166... Generator Loss: 1.3250 Epoch 5/8... Discriminator Loss: 1.5871... Generator Loss: 0.3157 Epoch 5/8... Discriminator Loss: 0.4336... Generator Loss: 2.2183 Epoch 5/8... Discriminator Loss: 0.8506... Generator Loss: 2.8202 Epoch 5/8... Discriminator Loss: 0.8560... Generator Loss: 1.0003 Epoch 5/8... Discriminator Loss: 0.5798... Generator Loss: 2.3378 Epoch 5/8... Discriminator Loss: 0.7302... Generator Loss: 1.7914 Epoch 5/8... Discriminator Loss: 0.7384... Generator Loss: 1.0123 Epoch 5/8... Discriminator Loss: 0.5081... Generator Loss: 1.4751 Epoch 5/8... Discriminator Loss: 1.5756... Generator Loss: 0.3896
Epoch 5/8... Discriminator Loss: 0.4372... Generator Loss: 1.8220 Epoch 5/8... Discriminator Loss: 0.2986... Generator Loss: 2.4881 Epoch 5/8... Discriminator Loss: 1.3184... Generator Loss: 0.4421 Epoch 5/8... Discriminator Loss: 0.8450... Generator Loss: 0.9613 Epoch 5/8... Discriminator Loss: 0.8742... Generator Loss: 0.7301 Epoch 5/8... Discriminator Loss: 0.8241... Generator Loss: 1.0340 Epoch 5/8... Discriminator Loss: 1.4439... Generator Loss: 0.4028 Epoch 5/8... Discriminator Loss: 1.1040... Generator Loss: 0.6416 Epoch 5/8... Discriminator Loss: 0.3640... Generator Loss: 1.9710 Epoch 5/8... Discriminator Loss: 0.5099... Generator Loss: 1.4491
Epoch 5/8... Discriminator Loss: 1.4212... Generator Loss: 0.4918 Epoch 5/8... Discriminator Loss: 0.4060... Generator Loss: 1.5891 Epoch 5/8... Discriminator Loss: 0.2709... Generator Loss: 2.0893 Epoch 5/8... Discriminator Loss: 1.3912... Generator Loss: 0.5843 Epoch 5/8... Discriminator Loss: 0.7429... Generator Loss: 1.1550 Epoch 5/8... Discriminator Loss: 1.2439... Generator Loss: 0.5379 Epoch 5/8... Discriminator Loss: 1.8553... Generator Loss: 0.2529 Epoch 5/8... Discriminator Loss: 0.6874... Generator Loss: 1.0398 Epoch 5/8... Discriminator Loss: 2.3649... Generator Loss: 0.1517 Epoch 5/8... Discriminator Loss: 0.8666... Generator Loss: 0.8814
Epoch 5/8... Discriminator Loss: 0.5584... Generator Loss: 1.6235 Epoch 5/8... Discriminator Loss: 0.4559... Generator Loss: 1.5697 Epoch 5/8... Discriminator Loss: 0.8885... Generator Loss: 2.3835 Epoch 5/8... Discriminator Loss: 0.9391... Generator Loss: 0.7289 Epoch 5/8... Discriminator Loss: 0.4469... Generator Loss: 2.0981 Epoch 5/8... Discriminator Loss: 0.6974... Generator Loss: 2.0207 Epoch 5/8... Discriminator Loss: 1.4173... Generator Loss: 2.5329 Epoch 5/8... Discriminator Loss: 0.7054... Generator Loss: 1.4587 Epoch 5/8... Discriminator Loss: 0.8536... Generator Loss: 0.9567 Epoch 5/8... Discriminator Loss: 0.5253... Generator Loss: 2.0788
Epoch 5/8... Discriminator Loss: 1.2971... Generator Loss: 3.2663 Epoch 5/8... Discriminator Loss: 0.2339... Generator Loss: 2.5815 Epoch 5/8... Discriminator Loss: 0.7373... Generator Loss: 0.8829 Epoch 5/8... Discriminator Loss: 0.6690... Generator Loss: 1.2387 Epoch 5/8... Discriminator Loss: 0.9870... Generator Loss: 0.7381 Epoch 5/8... Discriminator Loss: 0.6959... Generator Loss: 1.2232 Epoch 5/8... Discriminator Loss: 0.5209... Generator Loss: 2.6203 Epoch 5/8... Discriminator Loss: 0.6745... Generator Loss: 1.0897 Epoch 5/8... Discriminator Loss: 1.1352... Generator Loss: 2.2020 Epoch 5/8... Discriminator Loss: 1.5525... Generator Loss: 0.3323
Epoch 5/8... Discriminator Loss: 0.9748... Generator Loss: 0.6796 Epoch 5/8... Discriminator Loss: 0.6289... Generator Loss: 1.1751 Epoch 5/8... Discriminator Loss: 1.4459... Generator Loss: 0.3516 Epoch 5/8... Discriminator Loss: 0.9751... Generator Loss: 0.6189 Epoch 5/8... Discriminator Loss: 0.3712... Generator Loss: 3.9700 Epoch 5/8... Discriminator Loss: 1.1581... Generator Loss: 0.5660 Epoch 5/8... Discriminator Loss: 0.9197... Generator Loss: 3.3270 Epoch 5/8... Discriminator Loss: 0.5163... Generator Loss: 2.0358 Epoch 5/8... Discriminator Loss: 0.3378... Generator Loss: 2.0798 Epoch 5/8... Discriminator Loss: 0.8543... Generator Loss: 1.0126
Epoch 5/8... Discriminator Loss: 1.4685... Generator Loss: 0.4515 Epoch 5/8... Discriminator Loss: 0.5680... Generator Loss: 1.3364 Epoch 5/8... Discriminator Loss: 0.5619... Generator Loss: 2.0677 Epoch 5/8... Discriminator Loss: 0.7711... Generator Loss: 0.9674 Epoch 5/8... Discriminator Loss: 0.9915... Generator Loss: 0.6548 Epoch 5/8... Discriminator Loss: 1.4553... Generator Loss: 0.4261 Epoch 5/8... Discriminator Loss: 1.0705... Generator Loss: 1.6089 Epoch 5/8... Discriminator Loss: 1.1819... Generator Loss: 0.5909 Epoch 5/8... Discriminator Loss: 1.2946... Generator Loss: 0.4983 Epoch 5/8... Discriminator Loss: 1.0755... Generator Loss: 0.6444
Epoch 5/8... Discriminator Loss: 1.2423... Generator Loss: 0.5349 Epoch 5/8... Discriminator Loss: 0.8379... Generator Loss: 0.8872 Epoch 5/8... Discriminator Loss: 0.1679... Generator Loss: 2.9283 Epoch 5/8... Discriminator Loss: 0.8441... Generator Loss: 0.8702 Epoch 5/8... Discriminator Loss: 0.2409... Generator Loss: 2.8485 Epoch 5/8... Discriminator Loss: 1.8238... Generator Loss: 0.2936 Epoch 5/8... Discriminator Loss: 0.4284... Generator Loss: 1.7109 Epoch 5/8... Discriminator Loss: 1.5233... Generator Loss: 0.3564 Epoch 5/8... Discriminator Loss: 1.7687... Generator Loss: 0.3127 Epoch 5/8... Discriminator Loss: 0.9290... Generator Loss: 0.6865
Epoch 5/8... Discriminator Loss: 0.5907... Generator Loss: 1.2891 Epoch 5/8... Discriminator Loss: 1.3087... Generator Loss: 0.4828 Epoch 5/8... Discriminator Loss: 0.6999... Generator Loss: 1.1540 Epoch 5/8... Discriminator Loss: 0.2579... Generator Loss: 2.5081 Epoch 5/8... Discriminator Loss: 1.1060... Generator Loss: 0.5659 Epoch 5/8... Discriminator Loss: 2.4445... Generator Loss: 0.1569 Epoch 5/8... Discriminator Loss: 1.2448... Generator Loss: 0.5612 Epoch 5/8... Discriminator Loss: 0.6129... Generator Loss: 1.2603 Epoch 5/8... Discriminator Loss: 0.4724... Generator Loss: 2.7701 Epoch 5/8... Discriminator Loss: 0.6159... Generator Loss: 1.6835
Epoch 5/8... Discriminator Loss: 0.6249... Generator Loss: 1.2360 Epoch 5/8... Discriminator Loss: 1.0488... Generator Loss: 0.7260 Epoch 5/8... Discriminator Loss: 1.1453... Generator Loss: 0.5410 Epoch 5/8... Discriminator Loss: 0.9438... Generator Loss: 0.8152 Epoch 5/8... Discriminator Loss: 0.9540... Generator Loss: 0.6848 Epoch 5/8... Discriminator Loss: 1.2646... Generator Loss: 0.4879 Epoch 5/8... Discriminator Loss: 0.8020... Generator Loss: 0.9471 Epoch 5/8... Discriminator Loss: 0.6478... Generator Loss: 1.2976 Epoch 5/8... Discriminator Loss: 0.8343... Generator Loss: 0.8500 Epoch 5/8... Discriminator Loss: 1.4780... Generator Loss: 0.4584
Epoch 5/8... Discriminator Loss: 0.8839... Generator Loss: 0.8006 Epoch 5/8... Discriminator Loss: 0.4359... Generator Loss: 1.8650 Epoch 5/8... Discriminator Loss: 1.4460... Generator Loss: 0.3763 Epoch 5/8... Discriminator Loss: 0.7314... Generator Loss: 1.0869 Epoch 5/8... Discriminator Loss: 0.7335... Generator Loss: 0.8782 Epoch 5/8... Discriminator Loss: 0.4260... Generator Loss: 1.5926 Epoch 5/8... Discriminator Loss: 0.5633... Generator Loss: 2.1564 Epoch 5/8... Discriminator Loss: 0.4305... Generator Loss: 2.2829 Epoch 5/8... Discriminator Loss: 0.7172... Generator Loss: 1.1063 Epoch 5/8... Discriminator Loss: 0.5314... Generator Loss: 2.2379
Epoch 5/8... Discriminator Loss: 2.9537... Generator Loss: 0.0988 Epoch 5/8... Discriminator Loss: 0.9478... Generator Loss: 3.4795 Epoch 5/8... Discriminator Loss: 0.6597... Generator Loss: 1.2436 Epoch 5/8... Discriminator Loss: 0.7792... Generator Loss: 1.0278 Epoch 5/8... Discriminator Loss: 0.4669... Generator Loss: 1.5995 Epoch 5/8... Discriminator Loss: 1.1041... Generator Loss: 0.6274 Epoch 5/8... Discriminator Loss: 0.7361... Generator Loss: 1.7115 Epoch 5/8... Discriminator Loss: 0.6800... Generator Loss: 2.2444 Epoch 5/8... Discriminator Loss: 0.9117... Generator Loss: 0.7041 Epoch 5/8... Discriminator Loss: 1.2218... Generator Loss: 0.7906
Epoch 5/8... Discriminator Loss: 1.5947... Generator Loss: 0.3998 Epoch 5/8... Discriminator Loss: 1.8329... Generator Loss: 0.3193 Epoch 5/8... Discriminator Loss: 1.8552... Generator Loss: 0.2832 Epoch 5/8... Discriminator Loss: 1.2554... Generator Loss: 0.5375 Epoch 5/8... Discriminator Loss: 0.3706... Generator Loss: 2.0092 Epoch 5/8... Discriminator Loss: 0.2294... Generator Loss: 2.8843 Epoch 5/8... Discriminator Loss: 0.5091... Generator Loss: 1.5053 Epoch 5/8... Discriminator Loss: 1.6514... Generator Loss: 0.3310 Epoch 5/8... Discriminator Loss: 0.5828... Generator Loss: 2.2171 Epoch 5/8... Discriminator Loss: 0.8155... Generator Loss: 0.8852
Epoch 5/8... Discriminator Loss: 1.7074... Generator Loss: 0.3199 Epoch 5/8... Discriminator Loss: 0.4937... Generator Loss: 2.0754 Epoch 5/8... Discriminator Loss: 0.6238... Generator Loss: 1.9846 Epoch 5/8... Discriminator Loss: 0.5523... Generator Loss: 2.4961 Epoch 5/8... Discriminator Loss: 0.6600... Generator Loss: 1.1928 Epoch 5/8... Discriminator Loss: 1.1401... Generator Loss: 0.6232 Epoch 5/8... Discriminator Loss: 0.5842... Generator Loss: 1.3161 Epoch 5/8... Discriminator Loss: 0.8578... Generator Loss: 0.9156 Epoch 5/8... Discriminator Loss: 0.6902... Generator Loss: 1.0217 Epoch 5/8... Discriminator Loss: 0.7319... Generator Loss: 2.3243
Epoch 5/8... Discriminator Loss: 0.8536... Generator Loss: 0.7948 Epoch 5/8... Discriminator Loss: 0.3451... Generator Loss: 2.3658 Epoch 5/8... Discriminator Loss: 0.7551... Generator Loss: 0.8901 Epoch 5/8... Discriminator Loss: 0.6217... Generator Loss: 1.3643 Epoch 5/8... Discriminator Loss: 0.8452... Generator Loss: 0.9899 Epoch 5/8... Discriminator Loss: 0.7731... Generator Loss: 2.0810 Epoch 5/8... Discriminator Loss: 1.0945... Generator Loss: 0.5800 Epoch 5/8... Discriminator Loss: 0.7904... Generator Loss: 0.9499 Epoch 5/8... Discriminator Loss: 1.0116... Generator Loss: 0.9922 Epoch 5/8... Discriminator Loss: 0.4527... Generator Loss: 1.4157
Epoch 5/8... Discriminator Loss: 0.5312... Generator Loss: 2.6900 Epoch 5/8... Discriminator Loss: 0.7086... Generator Loss: 2.0865 Epoch 5/8... Discriminator Loss: 0.3206... Generator Loss: 1.9030 Epoch 5/8... Discriminator Loss: 2.1354... Generator Loss: 0.1916 Epoch 5/8... Discriminator Loss: 0.6539... Generator Loss: 1.0647 Epoch 5/8... Discriminator Loss: 0.7276... Generator Loss: 2.1909 Epoch 5/8... Discriminator Loss: 1.0086... Generator Loss: 0.7473 Epoch 5/8... Discriminator Loss: 0.4984... Generator Loss: 2.4149 Epoch 5/8... Discriminator Loss: 0.6729... Generator Loss: 1.5727 Epoch 5/8... Discriminator Loss: 0.5332... Generator Loss: 1.8061
Epoch 5/8... Discriminator Loss: 0.7828... Generator Loss: 1.5656 Epoch 5/8... Discriminator Loss: 0.9012... Generator Loss: 0.9041 Epoch 5/8... Discriminator Loss: 0.1479... Generator Loss: 3.3490 Epoch 5/8... Discriminator Loss: 0.4784... Generator Loss: 1.8391 Epoch 5/8... Discriminator Loss: 0.7403... Generator Loss: 1.1615 Epoch 5/8... Discriminator Loss: 0.8404... Generator Loss: 1.2373 Epoch 5/8... Discriminator Loss: 0.6608... Generator Loss: 1.1141 Epoch 5/8... Discriminator Loss: 0.4749... Generator Loss: 1.7757 Epoch 5/8... Discriminator Loss: 1.0731... Generator Loss: 0.6620 Epoch 5/8... Discriminator Loss: 0.2771... Generator Loss: 2.1127
Epoch 5/8... Discriminator Loss: 0.4276... Generator Loss: 1.9666 Epoch 5/8... Discriminator Loss: 1.2076... Generator Loss: 0.5392 Epoch 5/8... Discriminator Loss: 0.8487... Generator Loss: 0.8402 Epoch 5/8... Discriminator Loss: 0.2967... Generator Loss: 2.1350 Epoch 5/8... Discriminator Loss: 0.7405... Generator Loss: 1.1942 Epoch 5/8... Discriminator Loss: 0.6965... Generator Loss: 1.0014 Epoch 5/8... Discriminator Loss: 0.5495... Generator Loss: 1.9489 Epoch 5/8... Discriminator Loss: 0.8333... Generator Loss: 1.1674 Epoch 5/8... Discriminator Loss: 0.5433... Generator Loss: 1.3767 Epoch 5/8... Discriminator Loss: 0.8473... Generator Loss: 1.1753
Epoch 5/8... Discriminator Loss: 0.6097... Generator Loss: 1.6152 Epoch 5/8... Discriminator Loss: 0.6904... Generator Loss: 1.0983 Epoch 5/8... Discriminator Loss: 0.5607... Generator Loss: 1.4029 Epoch 5/8... Discriminator Loss: 0.6246... Generator Loss: 4.2143 Epoch 5/8... Discriminator Loss: 0.9849... Generator Loss: 0.6838 Epoch 5/8... Discriminator Loss: 0.9688... Generator Loss: 0.7344 Epoch 5/8... Discriminator Loss: 0.8248... Generator Loss: 2.3094 Epoch 5/8... Discriminator Loss: 0.4676... Generator Loss: 2.0573 Epoch 5/8... Discriminator Loss: 0.6742... Generator Loss: 1.2789 Epoch 5/8... Discriminator Loss: 0.7579... Generator Loss: 1.0792
Epoch 5/8... Discriminator Loss: 0.5696... Generator Loss: 1.4425 Epoch 5/8... Discriminator Loss: 0.9615... Generator Loss: 0.7131 Epoch 5/8... Discriminator Loss: 0.5197... Generator Loss: 1.9133 Epoch 5/8... Discriminator Loss: 0.4342... Generator Loss: 1.7412 Epoch 5/8... Discriminator Loss: 0.8079... Generator Loss: 0.8563 Epoch 5/8... Discriminator Loss: 1.0795... Generator Loss: 0.5923 Epoch 5/8... Discriminator Loss: 0.9218... Generator Loss: 0.7553 Epoch 5/8... Discriminator Loss: 0.8516... Generator Loss: 0.8600 Epoch 5/8... Discriminator Loss: 0.3644... Generator Loss: 3.5816 Epoch 5/8... Discriminator Loss: 0.2731... Generator Loss: 2.3046
Epoch 5/8... Discriminator Loss: 1.0087... Generator Loss: 1.0696 Epoch 5/8... Discriminator Loss: 0.4644... Generator Loss: 1.5583 Epoch 5/8... Discriminator Loss: 1.1786... Generator Loss: 0.5870 Epoch 5/8... Discriminator Loss: 0.7296... Generator Loss: 0.9524 Epoch 5/8... Discriminator Loss: 0.5670... Generator Loss: 2.2759 Epoch 5/8... Discriminator Loss: 1.0980... Generator Loss: 0.7825 Epoch 5/8... Discriminator Loss: 0.7030... Generator Loss: 2.4946 Epoch 5/8... Discriminator Loss: 0.9560... Generator Loss: 0.7992 Epoch 5/8... Discriminator Loss: 1.1083... Generator Loss: 2.5017 Epoch 5/8... Discriminator Loss: 0.8523... Generator Loss: 0.8204
Epoch 5/8... Discriminator Loss: 0.9481... Generator Loss: 0.7160 Epoch 5/8... Discriminator Loss: 0.5547... Generator Loss: 2.0861 Epoch 5/8... Discriminator Loss: 0.2796... Generator Loss: 2.9994 Epoch 5/8... Discriminator Loss: 1.4737... Generator Loss: 0.4170 Epoch 5/8... Discriminator Loss: 0.9107... Generator Loss: 0.7605 Epoch 5/8... Discriminator Loss: 0.7273... Generator Loss: 1.1455 Epoch 5/8... Discriminator Loss: 0.5438... Generator Loss: 1.2505 Epoch 5/8... Discriminator Loss: 0.7923... Generator Loss: 0.8665 Epoch 5/8... Discriminator Loss: 0.6911... Generator Loss: 1.0240 Epoch 5/8... Discriminator Loss: 0.5945... Generator Loss: 1.1911
Epoch 5/8... Discriminator Loss: 0.5963... Generator Loss: 1.2012 Epoch 5/8... Discriminator Loss: 0.5454... Generator Loss: 1.6180 Epoch 5/8... Discriminator Loss: 1.2084... Generator Loss: 0.6565 Epoch 5/8... Discriminator Loss: 1.5275... Generator Loss: 0.4037 Epoch 5/8... Discriminator Loss: 1.5128... Generator Loss: 1.4635 Epoch 5/8... Discriminator Loss: 0.7056... Generator Loss: 2.5315 Epoch 5/8... Discriminator Loss: 2.3951... Generator Loss: 0.1594 Epoch 5/8... Discriminator Loss: 1.9848... Generator Loss: 0.2939 Epoch 5/8... Discriminator Loss: 1.3134... Generator Loss: 2.3038 Epoch 5/8... Discriminator Loss: 0.4541... Generator Loss: 2.0524
Epoch 5/8... Discriminator Loss: 0.7828... Generator Loss: 0.9532 Epoch 5/8... Discriminator Loss: 0.9750... Generator Loss: 0.6807 Epoch 5/8... Discriminator Loss: 0.4055... Generator Loss: 1.6547 Epoch 5/8... Discriminator Loss: 0.6862... Generator Loss: 1.2034 Epoch 5/8... Discriminator Loss: 0.7440... Generator Loss: 1.5482 Epoch 5/8... Discriminator Loss: 0.4208... Generator Loss: 2.2088 Epoch 5/8... Discriminator Loss: 0.8247... Generator Loss: 0.8073 Epoch 5/8... Discriminator Loss: 0.5320... Generator Loss: 1.9221 Epoch 5/8... Discriminator Loss: 1.0511... Generator Loss: 0.8489 Epoch 5/8... Discriminator Loss: 0.5532... Generator Loss: 1.2753
Epoch 5/8... Discriminator Loss: 0.9565... Generator Loss: 0.7433 Epoch 5/8... Discriminator Loss: 1.3117... Generator Loss: 0.5694 Epoch 5/8... Discriminator Loss: 0.7766... Generator Loss: 0.9908 Epoch 5/8... Discriminator Loss: 1.0396... Generator Loss: 0.6239 Epoch 5/8... Discriminator Loss: 0.6387... Generator Loss: 1.6582 Epoch 5/8... Discriminator Loss: 1.0049... Generator Loss: 1.1309 Epoch 5/8... Discriminator Loss: 0.5364... Generator Loss: 1.2109 Epoch 5/8... Discriminator Loss: 0.7172... Generator Loss: 1.6355 Epoch 5/8... Discriminator Loss: 0.8973... Generator Loss: 0.8194 Epoch 5/8... Discriminator Loss: 0.7429... Generator Loss: 1.1549
Epoch 5/8... Discriminator Loss: 1.3236... Generator Loss: 0.5418 Epoch 5/8... Discriminator Loss: 1.4775... Generator Loss: 0.4437 Epoch 5/8... Discriminator Loss: 1.4234... Generator Loss: 0.4829 Epoch 5/8... Discriminator Loss: 0.5829... Generator Loss: 1.5957 Epoch 5/8... Discriminator Loss: 1.0957... Generator Loss: 0.5642 Epoch 5/8... Discriminator Loss: 0.4481... Generator Loss: 2.2214 Epoch 5/8... Discriminator Loss: 1.1061... Generator Loss: 0.5629 Epoch 5/8... Discriminator Loss: 1.5299... Generator Loss: 0.3632 Epoch 5/8... Discriminator Loss: 0.7633... Generator Loss: 0.9421 Epoch 5/8... Discriminator Loss: 0.7544... Generator Loss: 1.1785
Epoch 5/8... Discriminator Loss: 0.8434... Generator Loss: 1.0204 Epoch 5/8... Discriminator Loss: 0.7928... Generator Loss: 1.5834 Epoch 5/8... Discriminator Loss: 0.9417... Generator Loss: 1.6516 Epoch 5/8... Discriminator Loss: 1.1637... Generator Loss: 0.6334 Epoch 5/8... Discriminator Loss: 0.9413... Generator Loss: 1.8785 Epoch 5/8... Discriminator Loss: 0.6951... Generator Loss: 1.0855 Epoch 5/8... Discriminator Loss: 0.8037... Generator Loss: 0.8979 Epoch 5/8... Discriminator Loss: 0.9328... Generator Loss: 0.9386 Epoch 5/8... Discriminator Loss: 0.7413... Generator Loss: 1.4986 Epoch 5/8... Discriminator Loss: 1.0581... Generator Loss: 0.5924
Epoch 5/8... Discriminator Loss: 0.7277... Generator Loss: 2.0132 Epoch 5/8... Discriminator Loss: 1.2307... Generator Loss: 0.5164 Epoch 5/8... Discriminator Loss: 0.6201... Generator Loss: 1.1226 Epoch 5/8... Discriminator Loss: 0.6400... Generator Loss: 1.1603 Epoch 5/8... Discriminator Loss: 0.6604... Generator Loss: 1.0633 Epoch 5/8... Discriminator Loss: 0.5774... Generator Loss: 1.3754 Epoch 5/8... Discriminator Loss: 0.5703... Generator Loss: 1.6739 Epoch 5/8... Discriminator Loss: 1.8963... Generator Loss: 0.2940 Epoch 5/8... Discriminator Loss: 0.5249... Generator Loss: 1.4263 Epoch 5/8... Discriminator Loss: 0.4726... Generator Loss: 1.3359
Epoch 5/8... Discriminator Loss: 0.4559... Generator Loss: 1.6422 Epoch 5/8... Discriminator Loss: 1.5147... Generator Loss: 0.4576 Epoch 5/8... Discriminator Loss: 0.9867... Generator Loss: 0.7515 Epoch 5/8... Discriminator Loss: 0.2025... Generator Loss: 2.7255 Epoch 5/8... Discriminator Loss: 1.1450... Generator Loss: 0.6099 Epoch 5/8... Discriminator Loss: 0.8476... Generator Loss: 1.5538 Epoch 5/8... Discriminator Loss: 2.0184... Generator Loss: 0.2027 Epoch 5/8... Discriminator Loss: 0.3767... Generator Loss: 2.5252 Epoch 5/8... Discriminator Loss: 0.6504... Generator Loss: 1.3171 Epoch 5/8... Discriminator Loss: 0.6697... Generator Loss: 1.1357
Epoch 5/8... Discriminator Loss: 0.9118... Generator Loss: 0.9293 Epoch 5/8... Discriminator Loss: 0.7819... Generator Loss: 0.8700 Epoch 6/8... Discriminator Loss: 0.9125... Generator Loss: 0.7499 Epoch 6/8... Discriminator Loss: 1.3083... Generator Loss: 0.4535 Epoch 6/8... Discriminator Loss: 1.1981... Generator Loss: 0.5679 Epoch 6/8... Discriminator Loss: 0.5384... Generator Loss: 1.8977 Epoch 6/8... Discriminator Loss: 0.7150... Generator Loss: 1.1715 Epoch 6/8... Discriminator Loss: 1.5799... Generator Loss: 0.3572 Epoch 6/8... Discriminator Loss: 0.4907... Generator Loss: 1.5614 Epoch 6/8... Discriminator Loss: 0.4100... Generator Loss: 1.9389
Epoch 6/8... Discriminator Loss: 0.4319... Generator Loss: 1.4584 Epoch 6/8... Discriminator Loss: 1.5952... Generator Loss: 0.3737 Epoch 6/8... Discriminator Loss: 0.5378... Generator Loss: 1.4229 Epoch 6/8... Discriminator Loss: 0.6214... Generator Loss: 2.1959 Epoch 6/8... Discriminator Loss: 1.4116... Generator Loss: 0.4790 Epoch 6/8... Discriminator Loss: 0.8280... Generator Loss: 0.9633 Epoch 6/8... Discriminator Loss: 0.6075... Generator Loss: 1.1095 Epoch 6/8... Discriminator Loss: 0.6749... Generator Loss: 1.4825 Epoch 6/8... Discriminator Loss: 1.0119... Generator Loss: 0.6515 Epoch 6/8... Discriminator Loss: 1.7555... Generator Loss: 0.2731
Epoch 6/8... Discriminator Loss: 1.1606... Generator Loss: 3.1616 Epoch 6/8... Discriminator Loss: 1.0170... Generator Loss: 0.9806 Epoch 6/8... Discriminator Loss: 1.3516... Generator Loss: 0.4645 Epoch 6/8... Discriminator Loss: 0.8993... Generator Loss: 1.9643 Epoch 6/8... Discriminator Loss: 0.8045... Generator Loss: 1.3113 Epoch 6/8... Discriminator Loss: 0.7639... Generator Loss: 1.0402 Epoch 6/8... Discriminator Loss: 2.9624... Generator Loss: 0.0825 Epoch 6/8... Discriminator Loss: 0.8653... Generator Loss: 0.9713 Epoch 6/8... Discriminator Loss: 0.9172... Generator Loss: 0.9445 Epoch 6/8... Discriminator Loss: 0.8588... Generator Loss: 0.9325
Epoch 6/8... Discriminator Loss: 0.8023... Generator Loss: 0.9378 Epoch 6/8... Discriminator Loss: 1.5351... Generator Loss: 0.3858 Epoch 6/8... Discriminator Loss: 0.9473... Generator Loss: 0.8245 Epoch 6/8... Discriminator Loss: 0.5878... Generator Loss: 2.2666 Epoch 6/8... Discriminator Loss: 0.5866... Generator Loss: 1.6170 Epoch 6/8... Discriminator Loss: 0.7026... Generator Loss: 1.2329 Epoch 6/8... Discriminator Loss: 1.2351... Generator Loss: 0.5779 Epoch 6/8... Discriminator Loss: 0.7157... Generator Loss: 1.1324 Epoch 6/8... Discriminator Loss: 0.7399... Generator Loss: 1.1017 Epoch 6/8... Discriminator Loss: 0.8852... Generator Loss: 0.8167
Epoch 6/8... Discriminator Loss: 1.6190... Generator Loss: 0.2982 Epoch 6/8... Discriminator Loss: 0.6644... Generator Loss: 1.2086 Epoch 6/8... Discriminator Loss: 0.8111... Generator Loss: 0.9684 Epoch 6/8... Discriminator Loss: 0.5906... Generator Loss: 1.1213 Epoch 6/8... Discriminator Loss: 0.9906... Generator Loss: 0.9278 Epoch 6/8... Discriminator Loss: 0.6113... Generator Loss: 1.2423 Epoch 6/8... Discriminator Loss: 1.0740... Generator Loss: 2.1177 Epoch 6/8... Discriminator Loss: 1.0035... Generator Loss: 0.8556 Epoch 6/8... Discriminator Loss: 0.6208... Generator Loss: 1.6245 Epoch 6/8... Discriminator Loss: 0.9394... Generator Loss: 0.7641
Epoch 6/8... Discriminator Loss: 0.5330... Generator Loss: 1.5220 Epoch 6/8... Discriminator Loss: 0.7696... Generator Loss: 1.4277 Epoch 6/8... Discriminator Loss: 0.9340... Generator Loss: 0.7450 Epoch 6/8... Discriminator Loss: 1.0712... Generator Loss: 0.6672 Epoch 6/8... Discriminator Loss: 0.6583... Generator Loss: 1.3637 Epoch 6/8... Discriminator Loss: 0.6709... Generator Loss: 1.5367 Epoch 6/8... Discriminator Loss: 0.7802... Generator Loss: 1.3174 Epoch 6/8... Discriminator Loss: 1.0651... Generator Loss: 0.5687 Epoch 6/8... Discriminator Loss: 0.8621... Generator Loss: 0.8049 Epoch 6/8... Discriminator Loss: 0.6631... Generator Loss: 1.0646
Epoch 6/8... Discriminator Loss: 0.7317... Generator Loss: 1.4627 Epoch 6/8... Discriminator Loss: 0.6197... Generator Loss: 1.3456 Epoch 6/8... Discriminator Loss: 0.9170... Generator Loss: 1.2716 Epoch 6/8... Discriminator Loss: 1.0882... Generator Loss: 0.6058 Epoch 6/8... Discriminator Loss: 1.3775... Generator Loss: 0.4315 Epoch 6/8... Discriminator Loss: 1.0708... Generator Loss: 0.5529 Epoch 6/8... Discriminator Loss: 0.9664... Generator Loss: 1.7569 Epoch 6/8... Discriminator Loss: 0.6822... Generator Loss: 1.1129 Epoch 6/8... Discriminator Loss: 0.2984... Generator Loss: 1.9039 Epoch 6/8... Discriminator Loss: 0.7267... Generator Loss: 0.9693
Epoch 6/8... Discriminator Loss: 0.6803... Generator Loss: 1.0389 Epoch 6/8... Discriminator Loss: 1.2329... Generator Loss: 0.5785 Epoch 6/8... Discriminator Loss: 1.1578... Generator Loss: 0.5448 Epoch 6/8... Discriminator Loss: 0.6015... Generator Loss: 1.1905 Epoch 6/8... Discriminator Loss: 1.0576... Generator Loss: 0.7801 Epoch 6/8... Discriminator Loss: 0.8830... Generator Loss: 0.7732 Epoch 6/8... Discriminator Loss: 0.7576... Generator Loss: 1.7222 Epoch 6/8... Discriminator Loss: 1.1507... Generator Loss: 0.6137 Epoch 6/8... Discriminator Loss: 0.8809... Generator Loss: 0.8387 Epoch 6/8... Discriminator Loss: 1.0375... Generator Loss: 0.7510
Epoch 6/8... Discriminator Loss: 0.4326... Generator Loss: 1.9578 Epoch 6/8... Discriminator Loss: 1.6548... Generator Loss: 0.3332 Epoch 6/8... Discriminator Loss: 0.9396... Generator Loss: 0.7611 Epoch 6/8... Discriminator Loss: 0.8607... Generator Loss: 1.7020 Epoch 6/8... Discriminator Loss: 0.5168... Generator Loss: 1.4181 Epoch 6/8... Discriminator Loss: 0.6346... Generator Loss: 1.3964 Epoch 6/8... Discriminator Loss: 0.7961... Generator Loss: 0.8854 Epoch 6/8... Discriminator Loss: 0.7420... Generator Loss: 0.9435 Epoch 6/8... Discriminator Loss: 1.1497... Generator Loss: 0.5456 Epoch 6/8... Discriminator Loss: 1.7875... Generator Loss: 0.3814
Epoch 6/8... Discriminator Loss: 0.4141... Generator Loss: 1.7155 Epoch 6/8... Discriminator Loss: 0.5178... Generator Loss: 1.4756 Epoch 6/8... Discriminator Loss: 1.3375... Generator Loss: 0.4771 Epoch 6/8... Discriminator Loss: 0.6222... Generator Loss: 1.5033 Epoch 6/8... Discriminator Loss: 0.6628... Generator Loss: 1.3765 Epoch 6/8... Discriminator Loss: 0.7299... Generator Loss: 1.2242 Epoch 6/8... Discriminator Loss: 0.9419... Generator Loss: 0.7439 Epoch 6/8... Discriminator Loss: 0.6820... Generator Loss: 1.3462 Epoch 6/8... Discriminator Loss: 0.3843... Generator Loss: 2.1939 Epoch 6/8... Discriminator Loss: 0.4845... Generator Loss: 1.7520
Epoch 6/8... Discriminator Loss: 0.3522... Generator Loss: 4.2845 Epoch 6/8... Discriminator Loss: 0.6424... Generator Loss: 1.3097 Epoch 6/8... Discriminator Loss: 2.3855... Generator Loss: 0.1548 Epoch 6/8... Discriminator Loss: 1.9086... Generator Loss: 0.2547 Epoch 6/8... Discriminator Loss: 0.5122... Generator Loss: 1.8798 Epoch 6/8... Discriminator Loss: 1.1405... Generator Loss: 0.6659 Epoch 6/8... Discriminator Loss: 0.9670... Generator Loss: 0.6948 Epoch 6/8... Discriminator Loss: 0.9065... Generator Loss: 1.3727 Epoch 6/8... Discriminator Loss: 1.0503... Generator Loss: 0.7075 Epoch 6/8... Discriminator Loss: 0.5431... Generator Loss: 1.4447
Epoch 6/8... Discriminator Loss: 0.6844... Generator Loss: 1.0023 Epoch 6/8... Discriminator Loss: 1.1833... Generator Loss: 0.4998 Epoch 6/8... Discriminator Loss: 1.6060... Generator Loss: 0.4009 Epoch 6/8... Discriminator Loss: 0.7219... Generator Loss: 2.0869 Epoch 6/8... Discriminator Loss: 0.6091... Generator Loss: 1.3377 Epoch 6/8... Discriminator Loss: 1.1239... Generator Loss: 3.5308 Epoch 6/8... Discriminator Loss: 0.7203... Generator Loss: 1.0543 Epoch 6/8... Discriminator Loss: 0.4363... Generator Loss: 1.6719 Epoch 6/8... Discriminator Loss: 0.8978... Generator Loss: 0.7325 Epoch 6/8... Discriminator Loss: 0.7226... Generator Loss: 1.0535
Epoch 6/8... Discriminator Loss: 0.4393... Generator Loss: 1.4031 Epoch 6/8... Discriminator Loss: 0.5736... Generator Loss: 1.3846 Epoch 6/8... Discriminator Loss: 0.2194... Generator Loss: 2.2290 Epoch 6/8... Discriminator Loss: 1.0396... Generator Loss: 0.6399 Epoch 6/8... Discriminator Loss: 0.3797... Generator Loss: 2.1156 Epoch 6/8... Discriminator Loss: 1.5963... Generator Loss: 1.7151 Epoch 6/8... Discriminator Loss: 0.7748... Generator Loss: 1.2766 Epoch 6/8... Discriminator Loss: 0.4301... Generator Loss: 2.1951 Epoch 6/8... Discriminator Loss: 1.4496... Generator Loss: 0.5423 Epoch 6/8... Discriminator Loss: 0.9082... Generator Loss: 2.3334
Epoch 6/8... Discriminator Loss: 1.1553... Generator Loss: 0.6022 Epoch 6/8... Discriminator Loss: 0.8890... Generator Loss: 1.1457 Epoch 6/8... Discriminator Loss: 0.5057... Generator Loss: 1.9157 Epoch 6/8... Discriminator Loss: 0.8263... Generator Loss: 0.8789 Epoch 6/8... Discriminator Loss: 0.4286... Generator Loss: 1.6921 Epoch 6/8... Discriminator Loss: 0.9381... Generator Loss: 0.7972 Epoch 6/8... Discriminator Loss: 0.5674... Generator Loss: 1.8606 Epoch 6/8... Discriminator Loss: 1.1664... Generator Loss: 0.6362 Epoch 6/8... Discriminator Loss: 0.9598... Generator Loss: 0.7120 Epoch 6/8... Discriminator Loss: 0.6191... Generator Loss: 1.4435
Epoch 6/8... Discriminator Loss: 0.5397... Generator Loss: 1.4845 Epoch 6/8... Discriminator Loss: 0.8196... Generator Loss: 2.0429 Epoch 6/8... Discriminator Loss: 1.0171... Generator Loss: 0.7241 Epoch 6/8... Discriminator Loss: 1.1327... Generator Loss: 1.3644 Epoch 6/8... Discriminator Loss: 0.9318... Generator Loss: 0.9633 Epoch 6/8... Discriminator Loss: 1.3071... Generator Loss: 1.5311 Epoch 6/8... Discriminator Loss: 0.8576... Generator Loss: 0.8688 Epoch 6/8... Discriminator Loss: 0.6112... Generator Loss: 1.3676 Epoch 6/8... Discriminator Loss: 0.8090... Generator Loss: 1.0001 Epoch 6/8... Discriminator Loss: 0.8025... Generator Loss: 1.1737
Epoch 6/8... Discriminator Loss: 0.9506... Generator Loss: 0.7341 Epoch 6/8... Discriminator Loss: 0.9656... Generator Loss: 0.7149 Epoch 6/8... Discriminator Loss: 1.0948... Generator Loss: 0.8371 Epoch 6/8... Discriminator Loss: 0.8076... Generator Loss: 0.7633 Epoch 6/8... Discriminator Loss: 0.9810... Generator Loss: 0.6863 Epoch 6/8... Discriminator Loss: 0.3439... Generator Loss: 2.1331 Epoch 6/8... Discriminator Loss: 0.7111... Generator Loss: 1.0634 Epoch 6/8... Discriminator Loss: 0.5046... Generator Loss: 3.8523 Epoch 6/8... Discriminator Loss: 0.9919... Generator Loss: 0.7147 Epoch 6/8... Discriminator Loss: 1.4379... Generator Loss: 0.4698
Epoch 6/8... Discriminator Loss: 0.7037... Generator Loss: 2.1621 Epoch 6/8... Discriminator Loss: 0.7916... Generator Loss: 1.8590 Epoch 6/8... Discriminator Loss: 0.8490... Generator Loss: 0.9855 Epoch 6/8... Discriminator Loss: 0.5009... Generator Loss: 1.2820 Epoch 6/8... Discriminator Loss: 0.8855... Generator Loss: 0.8755 Epoch 6/8... Discriminator Loss: 0.6867... Generator Loss: 1.0585 Epoch 6/8... Discriminator Loss: 0.9448... Generator Loss: 0.7964 Epoch 6/8... Discriminator Loss: 0.9773... Generator Loss: 0.7263 Epoch 6/8... Discriminator Loss: 0.6163... Generator Loss: 1.1784 Epoch 6/8... Discriminator Loss: 0.6731... Generator Loss: 1.1368
Epoch 6/8... Discriminator Loss: 0.9330... Generator Loss: 0.7166 Epoch 6/8... Discriminator Loss: 1.0027... Generator Loss: 0.6502 Epoch 6/8... Discriminator Loss: 1.4293... Generator Loss: 0.4053 Epoch 6/8... Discriminator Loss: 1.1760... Generator Loss: 0.5660 Epoch 6/8... Discriminator Loss: 0.4650... Generator Loss: 1.7319 Epoch 6/8... Discriminator Loss: 0.2170... Generator Loss: 3.2370 Epoch 6/8... Discriminator Loss: 0.9122... Generator Loss: 0.7678 Epoch 6/8... Discriminator Loss: 0.8673... Generator Loss: 0.7420 Epoch 6/8... Discriminator Loss: 0.4283... Generator Loss: 1.8792 Epoch 6/8... Discriminator Loss: 1.7272... Generator Loss: 0.3052
Epoch 6/8... Discriminator Loss: 0.8628... Generator Loss: 0.7822 Epoch 6/8... Discriminator Loss: 0.4430... Generator Loss: 1.8137 Epoch 6/8... Discriminator Loss: 1.7833... Generator Loss: 0.2503 Epoch 6/8... Discriminator Loss: 0.7804... Generator Loss: 1.0110 Epoch 6/8... Discriminator Loss: 0.9585... Generator Loss: 0.6833 Epoch 6/8... Discriminator Loss: 0.8424... Generator Loss: 1.3069 Epoch 6/8... Discriminator Loss: 0.6750... Generator Loss: 1.3173 Epoch 6/8... Discriminator Loss: 0.8375... Generator Loss: 1.2148 Epoch 6/8... Discriminator Loss: 0.6495... Generator Loss: 1.2801 Epoch 6/8... Discriminator Loss: 1.0246... Generator Loss: 0.6142
Epoch 6/8... Discriminator Loss: 0.9902... Generator Loss: 0.6523 Epoch 6/8... Discriminator Loss: 1.0792... Generator Loss: 0.5976 Epoch 6/8... Discriminator Loss: 1.1380... Generator Loss: 0.6608 Epoch 6/8... Discriminator Loss: 1.2889... Generator Loss: 0.5641 Epoch 6/8... Discriminator Loss: 0.7455... Generator Loss: 1.3470 Epoch 6/8... Discriminator Loss: 1.3344... Generator Loss: 0.4083 Epoch 6/8... Discriminator Loss: 0.8931... Generator Loss: 2.1637 Epoch 6/8... Discriminator Loss: 0.7361... Generator Loss: 0.9847 Epoch 6/8... Discriminator Loss: 0.5993... Generator Loss: 1.2808 Epoch 6/8... Discriminator Loss: 0.7579... Generator Loss: 0.9101
Epoch 6/8... Discriminator Loss: 0.8146... Generator Loss: 0.8679 Epoch 6/8... Discriminator Loss: 1.3244... Generator Loss: 0.4663 Epoch 6/8... Discriminator Loss: 0.6694... Generator Loss: 1.9693 Epoch 6/8... Discriminator Loss: 0.8819... Generator Loss: 1.0704 Epoch 6/8... Discriminator Loss: 0.7706... Generator Loss: 1.0440 Epoch 6/8... Discriminator Loss: 0.6858... Generator Loss: 1.3368 Epoch 6/8... Discriminator Loss: 1.5504... Generator Loss: 0.4379 Epoch 6/8... Discriminator Loss: 1.1601... Generator Loss: 0.5877 Epoch 6/8... Discriminator Loss: 0.6332... Generator Loss: 2.3640 Epoch 6/8... Discriminator Loss: 1.4028... Generator Loss: 0.5443
Epoch 6/8... Discriminator Loss: 0.7041... Generator Loss: 2.4256 Epoch 6/8... Discriminator Loss: 1.7620... Generator Loss: 0.2917 Epoch 6/8... Discriminator Loss: 0.5032... Generator Loss: 1.6685 Epoch 6/8... Discriminator Loss: 1.0721... Generator Loss: 0.5857 Epoch 6/8... Discriminator Loss: 0.6023... Generator Loss: 1.2100 Epoch 6/8... Discriminator Loss: 1.5917... Generator Loss: 0.3870 Epoch 6/8... Discriminator Loss: 0.5068... Generator Loss: 1.2941 Epoch 6/8... Discriminator Loss: 0.6839... Generator Loss: 1.1823 Epoch 6/8... Discriminator Loss: 0.5602... Generator Loss: 1.5908 Epoch 6/8... Discriminator Loss: 0.6519... Generator Loss: 1.2771
Epoch 6/8... Discriminator Loss: 0.8237... Generator Loss: 1.0501 Epoch 6/8... Discriminator Loss: 0.5871... Generator Loss: 2.3928 Epoch 6/8... Discriminator Loss: 0.6947... Generator Loss: 1.5350 Epoch 6/8... Discriminator Loss: 0.8765... Generator Loss: 0.8314 Epoch 6/8... Discriminator Loss: 0.6250... Generator Loss: 2.3363 Epoch 6/8... Discriminator Loss: 0.4253... Generator Loss: 1.9997 Epoch 6/8... Discriminator Loss: 1.0112... Generator Loss: 0.7227 Epoch 6/8... Discriminator Loss: 0.6385... Generator Loss: 1.3765 Epoch 6/8... Discriminator Loss: 0.1998... Generator Loss: 2.6964 Epoch 6/8... Discriminator Loss: 0.5461... Generator Loss: 1.6659
Epoch 6/8... Discriminator Loss: 1.3723... Generator Loss: 0.4050 Epoch 6/8... Discriminator Loss: 0.5212... Generator Loss: 1.4289 Epoch 6/8... Discriminator Loss: 0.5183... Generator Loss: 1.4356 Epoch 6/8... Discriminator Loss: 1.1030... Generator Loss: 0.5948 Epoch 6/8... Discriminator Loss: 0.8767... Generator Loss: 1.0792 Epoch 6/8... Discriminator Loss: 0.8941... Generator Loss: 1.4489 Epoch 6/8... Discriminator Loss: 1.1792... Generator Loss: 2.5114 Epoch 6/8... Discriminator Loss: 1.6241... Generator Loss: 0.3795 Epoch 6/8... Discriminator Loss: 0.1928... Generator Loss: 3.1686 Epoch 6/8... Discriminator Loss: 0.7281... Generator Loss: 1.3937
Epoch 6/8... Discriminator Loss: 1.0214... Generator Loss: 0.6960 Epoch 6/8... Discriminator Loss: 0.6446... Generator Loss: 2.2922 Epoch 6/8... Discriminator Loss: 1.4495... Generator Loss: 0.4311 Epoch 6/8... Discriminator Loss: 0.6598... Generator Loss: 1.2229 Epoch 6/8... Discriminator Loss: 0.8514... Generator Loss: 1.9283 Epoch 6/8... Discriminator Loss: 0.7791... Generator Loss: 0.8963 Epoch 6/8... Discriminator Loss: 0.7048... Generator Loss: 1.2042 Epoch 6/8... Discriminator Loss: 0.7558... Generator Loss: 1.1259 Epoch 6/8... Discriminator Loss: 1.1542... Generator Loss: 0.5181 Epoch 6/8... Discriminator Loss: 0.5222... Generator Loss: 3.8236
Epoch 6/8... Discriminator Loss: 1.2501... Generator Loss: 3.3456 Epoch 6/8... Discriminator Loss: 1.0024... Generator Loss: 0.7889 Epoch 6/8... Discriminator Loss: 0.7217... Generator Loss: 1.0461 Epoch 6/8... Discriminator Loss: 0.7295... Generator Loss: 0.9943 Epoch 6/8... Discriminator Loss: 1.5286... Generator Loss: 0.4135 Epoch 6/8... Discriminator Loss: 0.7228... Generator Loss: 1.3726 Epoch 6/8... Discriminator Loss: 0.8227... Generator Loss: 2.4583 Epoch 6/8... Discriminator Loss: 0.5694... Generator Loss: 1.5361 Epoch 6/8... Discriminator Loss: 0.8012... Generator Loss: 1.2065 Epoch 6/8... Discriminator Loss: 0.8112... Generator Loss: 0.9678
Epoch 6/8... Discriminator Loss: 1.4633... Generator Loss: 0.4354 Epoch 6/8... Discriminator Loss: 0.7885... Generator Loss: 0.8708 Epoch 6/8... Discriminator Loss: 0.7849... Generator Loss: 1.0593 Epoch 6/8... Discriminator Loss: 1.3903... Generator Loss: 2.9010 Epoch 6/8... Discriminator Loss: 1.7013... Generator Loss: 0.3678 Epoch 6/8... Discriminator Loss: 0.5257... Generator Loss: 1.3758 Epoch 6/8... Discriminator Loss: 1.2337... Generator Loss: 0.4891 Epoch 6/8... Discriminator Loss: 0.9885... Generator Loss: 0.7434 Epoch 6/8... Discriminator Loss: 0.8866... Generator Loss: 0.8776 Epoch 6/8... Discriminator Loss: 1.1059... Generator Loss: 0.6392
Epoch 6/8... Discriminator Loss: 1.7308... Generator Loss: 2.4578 Epoch 6/8... Discriminator Loss: 0.2187... Generator Loss: 2.5018 Epoch 6/8... Discriminator Loss: 0.9198... Generator Loss: 1.5260 Epoch 6/8... Discriminator Loss: 0.6513... Generator Loss: 1.2528 Epoch 6/8... Discriminator Loss: 1.1727... Generator Loss: 0.6691 Epoch 6/8... Discriminator Loss: 1.0555... Generator Loss: 0.7755 Epoch 6/8... Discriminator Loss: 1.2519... Generator Loss: 0.5476 Epoch 6/8... Discriminator Loss: 1.0314... Generator Loss: 0.7106 Epoch 6/8... Discriminator Loss: 0.6918... Generator Loss: 1.0962 Epoch 6/8... Discriminator Loss: 0.6489... Generator Loss: 1.1105
Epoch 6/8... Discriminator Loss: 0.3333... Generator Loss: 2.8289 Epoch 6/8... Discriminator Loss: 0.5909... Generator Loss: 1.3555 Epoch 6/8... Discriminator Loss: 0.5388... Generator Loss: 3.4056 Epoch 6/8... Discriminator Loss: 0.6402... Generator Loss: 1.7415 Epoch 6/8... Discriminator Loss: 0.6063... Generator Loss: 1.3898 Epoch 6/8... Discriminator Loss: 0.7611... Generator Loss: 1.0282 Epoch 6/8... Discriminator Loss: 1.0886... Generator Loss: 0.6354 Epoch 6/8... Discriminator Loss: 0.4591... Generator Loss: 4.2514 Epoch 6/8... Discriminator Loss: 0.7785... Generator Loss: 1.0328 Epoch 6/8... Discriminator Loss: 0.9617... Generator Loss: 0.8762
Epoch 6/8... Discriminator Loss: 1.0372... Generator Loss: 0.6519 Epoch 6/8... Discriminator Loss: 1.0691... Generator Loss: 0.6560 Epoch 6/8... Discriminator Loss: 0.5331... Generator Loss: 1.2946 Epoch 6/8... Discriminator Loss: 0.6760... Generator Loss: 1.1380 Epoch 6/8... Discriminator Loss: 0.5472... Generator Loss: 1.5963 Epoch 6/8... Discriminator Loss: 0.9455... Generator Loss: 0.8579 Epoch 6/8... Discriminator Loss: 0.7958... Generator Loss: 0.9079 Epoch 6/8... Discriminator Loss: 0.3028... Generator Loss: 2.6582 Epoch 6/8... Discriminator Loss: 0.9740... Generator Loss: 0.7091 Epoch 6/8... Discriminator Loss: 0.3810... Generator Loss: 1.6204
Epoch 6/8... Discriminator Loss: 0.3973... Generator Loss: 1.8590 Epoch 6/8... Discriminator Loss: 1.7172... Generator Loss: 0.3296 Epoch 6/8... Discriminator Loss: 0.8109... Generator Loss: 0.8295 Epoch 6/8... Discriminator Loss: 0.8561... Generator Loss: 0.9160 Epoch 6/8... Discriminator Loss: 1.6080... Generator Loss: 0.3362 Epoch 6/8... Discriminator Loss: 1.0061... Generator Loss: 0.7172 Epoch 6/8... Discriminator Loss: 0.6505... Generator Loss: 1.0072 Epoch 6/8... Discriminator Loss: 0.4617... Generator Loss: 1.4537 Epoch 6/8... Discriminator Loss: 1.7479... Generator Loss: 0.3094 Epoch 6/8... Discriminator Loss: 2.6113... Generator Loss: 0.1399
Epoch 6/8... Discriminator Loss: 0.6009... Generator Loss: 1.5943 Epoch 6/8... Discriminator Loss: 0.5905... Generator Loss: 1.4649
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.